{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#SMA_移动平均&双均线模型\n",
    "\n",
    "策略核心逻辑： 寻找开仓 signal， 通过向量化思想实现 signal * return \n",
    "flag 持仓信号\n"
   
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tushare as ts\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "# plt.style.use('seaborn')             ggplot;\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']                ## 确保中文显示正常\n",
    "\n",
    "import warnings; warnings.simplefilter('ignore')       #忽略警告信息；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tushare API\n",
    "data = ts.get_k_data('600276', start = '2017-08-01', end='2020-08-01') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>2020-07-27</td>\n",
       "      <td>94.78</td>\n",
       "      <td>95.39</td>\n",
       "      <td>96.96</td>\n",
       "      <td>94.49</td>\n",
       "      <td>249829.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>95.40</td>\n",
       "      <td>94.60</td>\n",
       "      <td>96.21</td>\n",
       "      <td>94.20</td>\n",
       "      <td>285202.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>2020-07-29</td>\n",
       "      <td>94.24</td>\n",
       "      <td>95.85</td>\n",
       "      <td>96.38</td>\n",
       "      <td>94.00</td>\n",
       "      <td>266037.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>2020-07-30</td>\n",
       "      <td>95.86</td>\n",
       "      <td>94.97</td>\n",
       "      <td>96.29</td>\n",
       "      <td>94.61</td>\n",
       "      <td>272996.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>2020-07-31</td>\n",
       "      <td>94.87</td>\n",
       "      <td>94.38</td>\n",
       "      <td>95.48</td>\n",
       "      <td>91.84</td>\n",
       "      <td>560034.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date   open  close   high    low    volume    code\n",
       "866  2020-07-27  94.78  95.39  96.96  94.49  249829.0  600276\n",
       "867  2020-07-28  95.40  94.60  96.21  94.20  285202.0  600276\n",
       "868  2020-07-29  94.24  95.85  96.38  94.00  266037.0  600276\n",
       "869  2020-07-30  95.86  94.97  96.29  94.61  272996.0  600276\n",
       "870  2020-07-31  94.87  94.38  95.48  91.84  560034.0  600276"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.set_index('date',inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-27</th>\n",
       "      <td>94.78</td>\n",
       "      <td>95.39</td>\n",
       "      <td>96.96</td>\n",
       "      <td>94.49</td>\n",
       "      <td>249829.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-28</th>\n",
       "      <td>95.40</td>\n",
       "      <td>94.60</td>\n",
       "      <td>96.21</td>\n",
       "      <td>94.20</td>\n",
       "      <td>285202.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-29</th>\n",
       "      <td>94.24</td>\n",
       "      <td>95.85</td>\n",
       "      <td>96.38</td>\n",
       "      <td>94.00</td>\n",
       "      <td>266037.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-30</th>\n",
       "      <td>95.86</td>\n",
       "      <td>94.97</td>\n",
       "      <td>96.29</td>\n",
       "      <td>94.61</td>\n",
       "      <td>272996.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-31</th>\n",
       "      <td>94.87</td>\n",
       "      <td>94.38</td>\n",
       "      <td>95.48</td>\n",
       "      <td>91.84</td>\n",
       "      <td>560034.0</td>\n",
       "      <td>600276</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open  close   high    low    volume    code\n",
       "date                                                    \n",
       "2020-07-27  94.78  95.39  96.96  94.49  249829.0  600276\n",
       "2020-07-28  95.40  94.60  96.21  94.20  285202.0  600276\n",
       "2020-07-29  94.24  95.85  96.38  94.00  266037.0  600276\n",
       "2020-07-30  95.86  94.97  96.29  94.61  272996.0  600276\n",
       "2020-07-31  94.87  94.38  95.48  91.84  560034.0  600276"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['SMA_10'] = data['close'].rolling(10).mean()\n",
    "data['SMA_60'] = data['close'].rolling(60).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>SMA_10</th>\n",
       "      <th>SMA_20</th>\n",
       "      <th>SMA_60</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-27</th>\n",
       "      <td>94.78</td>\n",
       "      <td>95.39</td>\n",
       "      <td>96.96</td>\n",
       "      <td>94.49</td>\n",
       "      <td>249829.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>97.881</td>\n",
       "      <td>96.5200</td>\n",
       "      <td>91.776000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-28</th>\n",
       "      <td>95.40</td>\n",
       "      <td>94.60</td>\n",
       "      <td>96.21</td>\n",
       "      <td>94.20</td>\n",
       "      <td>285202.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>97.498</td>\n",
       "      <td>96.6350</td>\n",
       "      <td>91.751833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-29</th>\n",
       "      <td>94.24</td>\n",
       "      <td>95.85</td>\n",
       "      <td>96.38</td>\n",
       "      <td>94.00</td>\n",
       "      <td>266037.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>96.784</td>\n",
       "      <td>96.8750</td>\n",
       "      <td>91.792833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-30</th>\n",
       "      <td>95.86</td>\n",
       "      <td>94.97</td>\n",
       "      <td>96.29</td>\n",
       "      <td>94.61</td>\n",
       "      <td>272996.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>96.646</td>\n",
       "      <td>97.0635</td>\n",
       "      <td>91.825667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-31</th>\n",
       "      <td>94.87</td>\n",
       "      <td>94.38</td>\n",
       "      <td>95.48</td>\n",
       "      <td>91.84</td>\n",
       "      <td>560034.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>96.451</td>\n",
       "      <td>97.1885</td>\n",
       "      <td>91.791667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open  close   high    low    volume    code  SMA_10   SMA_20  \\\n",
       "date                                                                        \n",
       "2020-07-27  94.78  95.39  96.96  94.49  249829.0  600276  97.881  96.5200   \n",
       "2020-07-28  95.40  94.60  96.21  94.20  285202.0  600276  97.498  96.6350   \n",
       "2020-07-29  94.24  95.85  96.38  94.00  266037.0  600276  96.784  96.8750   \n",
       "2020-07-30  95.86  94.97  96.29  94.61  272996.0  600276  96.646  97.0635   \n",
       "2020-07-31  94.87  94.38  95.48  91.84  560034.0  600276  96.451  97.1885   \n",
       "\n",
       "               SMA_60  \n",
       "date                   \n",
       "2020-07-27  91.776000  \n",
       "2020-07-28  91.751833  \n",
       "2020-07-29  91.792833  \n",
       "2020-07-30  91.825667  \n",
       "2020-07-31  91.791667  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x276d8eb3ba8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[['close','SMA_10','SMA_60']].plot(title='600276 恒瑞医药 stock price | 10 & 60 days SMAs', figsize = (10,6), grid = True)    #可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算股票return -  连续型\n",
    "data['returns'] = np.log(data['close'] / data['close'].shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算股票return - 离散型\n",
    "data['returns_dis'] = data['close']/data['close'].shift(1)-1\n",
    "data['return_dis2'] = data['close'].pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>SMA_10</th>\n",
       "      <th>SMA_20</th>\n",
       "      <th>SMA_60</th>\n",
       "      <th>returns</th>\n",
       "      <th>returns_dis</th>\n",
       "      <th>return_dis2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-01</th>\n",
       "      <td>39.317</td>\n",
       "      <td>39.409</td>\n",
       "      <td>39.447</td>\n",
       "      <td>39.071</td>\n",
       "      <td>48398.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-02</th>\n",
       "      <td>39.278</td>\n",
       "      <td>38.594</td>\n",
       "      <td>39.409</td>\n",
       "      <td>38.472</td>\n",
       "      <td>66828.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.020897</td>\n",
       "      <td>-0.020681</td>\n",
       "      <td>-0.020681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-03</th>\n",
       "      <td>38.525</td>\n",
       "      <td>38.495</td>\n",
       "      <td>38.786</td>\n",
       "      <td>38.395</td>\n",
       "      <td>55877.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.002568</td>\n",
       "      <td>-0.002565</td>\n",
       "      <td>-0.002565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-04</th>\n",
       "      <td>38.464</td>\n",
       "      <td>38.510</td>\n",
       "      <td>38.756</td>\n",
       "      <td>38.402</td>\n",
       "      <td>43560.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.000390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-07</th>\n",
       "      <td>38.495</td>\n",
       "      <td>38.963</td>\n",
       "      <td>39.055</td>\n",
       "      <td>38.241</td>\n",
       "      <td>46267.0</td>\n",
       "      <td>600276</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.011695</td>\n",
       "      <td>0.011763</td>\n",
       "      <td>0.011763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              open   close    high     low   volume    code  SMA_10  SMA_20  \\\n",
       "date                                                                          \n",
       "2017-08-01  39.317  39.409  39.447  39.071  48398.0  600276     NaN     NaN   \n",
       "2017-08-02  39.278  38.594  39.409  38.472  66828.0  600276     NaN     NaN   \n",
       "2017-08-03  38.525  38.495  38.786  38.395  55877.0  600276     NaN     NaN   \n",
       "2017-08-04  38.464  38.510  38.756  38.402  43560.0  600276     NaN     NaN   \n",
       "2017-08-07  38.495  38.963  39.055  38.241  46267.0  600276     NaN     NaN   \n",
       "\n",
       "            SMA_60   returns  returns_dis  return_dis2  \n",
       "date                                                    \n",
       "2017-08-01     NaN       NaN          NaN          NaN  \n",
       "2017-08-02     NaN -0.020897    -0.020681    -0.020681  \n",
       "2017-08-03     NaN -0.002568    -0.002565    -0.002565  \n",
       "2017-08-04     NaN  0.000390     0.000390     0.000390  \n",
       "2017-08-07     NaN  0.011695     0.011763     0.011763  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x276d9621400>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['returns'].cumsum().apply(np.exp).plot(figsize = (10,6), grid = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['position'] = np.where(data['SMA_10'] > data['SMA_60'], 1, -1)     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['strategy'] = data['position'].shift(1) * data['returns']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x276d96f2b38>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAF1CAYAAADWYI/QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XecXGX1+PHPM3173+wmm94bqQRC7yA2mhXRr4IoXwUEFYkg5mcBFET9glJElCLSFBEB6YSWQkI6pGc32U221+nt/v64c+/O7M5m62zJnvfr5cudO3dm7iy7mbPnnOc8StM0hBBCCCHE4LAM9QUIIYQQQowmEnwJIYQQQgwiCb6EEEIIIQaRBF9CCCGEEINIgi8hhBBCiEEkwZcQQgghxCCS4EsIIYQQYhBJ8CWEEEIIMYgk+BJCCCGEGEQSfAkhhBBCDCLbUF9AMoWFhdqkSZOG+jKEEEIIIbq1YcOGek3Tinp6/rAMviZNmsT69euH+jKEEEIIIbqllKrozflSdhRCCCGEGEQSfAkhhBBCDCIJvoQQQgghBtGw7PlKJhQKUVlZid/vH+pLGRFcLhdlZWXY7fahvhQhhBBCxBkxwVdlZSVZWVlMmjQJpdRQX86wpmkaDQ0NVFZWMnny5KG+HCGEEELEGTFlR7/fT0FBgQRePaCUoqCgQLKEQgghxDA0YoIvQAKvXpDvlRBCCDE8jajga6T43e9+N9SXIIQQQohhSoKvFJDgSwghhBBdGTEN9/H+3/Pb+ehQ64A+55yx2fz003O7vP8vf/kLK1as4KqrrqKyspINGzZwwgknUFxcTEtLCwsXLuSyyy7jgQceoLm5mZUrV3L88cdTXl7O7bffTnl5Oa+88gpXXnklb731FqFQiK9//euUlpYyefJknn76aR5//HGuuuoqTjzxRBwOB2vWrOHuu+9m6dKl/POf/+S1114zp/8/9dRTA/r+hRBCCDE4JPPVQ1//+teZNWsWxx57LH/605/4whe+QDAY5JZbbuHOO+/kl7/8JbW1tVx55ZXk5uaycuVKzjvvPL797W+bz3HOOedg7Fk5ffp0rrjiCpRS/PrXv+a1115j9uzZXHDBBWRnZ/Pb3/6W66+/nocffhiARx55hOOOO44bbriB733ve0PxLRBCCCHEABiRma8jZahSbfbs2QAcOHCAw4cPc/vttwMwb948qqurKS4u7tPzTZ061Tw2Y8YMAIqKimhrawPgrrvu4rbbbuPuu+/m/PPPZ/ny5dJUL4QQQqRINKqxr97DtOLMAX/uERl8DSUj4FmwYAFOp5Mbb7wRgGeffdbMalksekJx48aNLFq0CE3TzMcfPHgw6fN1d2z79u386U9/IhQKceqpp3LBBRewePHiAXlPQgghhEh076q93PHyTl669mRml2YP6HNL2bGHXn31VSoqKrjnnnuoq6vj8ssvRynFypUr+fGPf8y2bdvIztb/4yxZsoQVK1bw/PPPA/DVr36Vq6++mvvuu4+srCzuu+8+ampqeP7553n77bd5/fXXAdi1axdvv/02zz//PIcPH+bRRx9ly5YtrF+/ntWrV3PTTTfx61//mnnz5jFv3rwh+14IIYQQR7u1+xsBqG4Z+JmZKj4rM1wsXbpUW79+fcKxjz/+2CzRiZ6R75kQQgjRN195cC3v7qnn4W8s49QZRUc8Vym1QdO0pT19bsl8CSGEEEJ0EInqySlrCvqrJfgSQgghhOjACL6iKagQSvAlhBBCCNFBJBZ0BcPRAX9uCb6EEEIIIToIxzJfAQm+hBBCCCFSLxoLvoKRyIA/twRfQgghhBAdGD1fgZBkvoaV/mygLZtvCyGEEMNXRMqOw5MEX0IIIcTRKZUN9yNze6GXboTqrQP7nCXz4RO3d3n3zp07ufXWW5kzZw7btm1j/vz5NDc3s3LlSmbNmoXP52PFihVcddVVVFZWsnnzZp544gmuv/56TjjhBLZu3cr3v/99Fi5cyAMPPGA+9vjjj+ess87ie9/7HsXFxbS0tLBw4UIuu+wyAoEAl19+OcXFxeTm5vLkk09y7rnnMmnSJH7yk5/w6KOPctZZZ/H5z3+eefPmmftMCiGEEKJ/2jNfA9/zNTKDryHw0ksv4XK5uO6666iqqsLlcvHHP/6RlStXmuc8/PDDHHvssfz0pz9l/fr1OBwObrnlFhYvXsyHH37IL3/5S55++mmuvPJKbr31VvOx999/P8FgkFtuuQVN05g9ezbnnnsuTz/9NFlZWdx1111Eo1EefPBBrrnmGiZNmsQ//vEPSktLSU9PZ/z48dx2221D840RQgghBsH7e+s50ODli8smpPR1NE3jM/e8x/56DyCZr3ZHyFClyje/+U1uv/12Tj75ZGbOnMldd92V9DxjO5+lS5dSU1PDE088wUsvvURrayt1dXVJH7NlyxYOHz5sZq7mzZtHdXU127dvZ/r06YC+WbexcTfANddcw+9//3tWrFjB3Llzk27GLYQQQhwtvvyntQApD77W7Gtka1WLedvo+WrxhdhZ3caMMZnkpjv69Rrd9nwppaYqpf6ulPqhUur3SqlbkpzzP0qpNUqpt2L/uyzuvq8opX6jlPq1Uupb/braIbR27VpuvPFG1q5dy5gxY3jkkUewWq1omsbGjRvN8+KDoNtvv53MzExuuukmLr/88oTns1j0b/3GjRtZsGAB06dP58Ybb+TGG2/k0ksvZdKkScyZM4ddu3YBEI1GKS8vNx9/wQUXsG7dOn71q1/xta99LYXvXAghhBg9nl5/MOF2IBxlR3Ury375Gp+/fzU/eHpLv1+jJ5mvfOAJTdOeA1BKfaSUekHTtA0dzvuipmnl8QeUUmXAD4BFmqZpSqkPlFJvaJq2u99XPsgaGxu5/vrrmTJlCnV1dfzv//4v5eXl/OAHPyASiVBfX09FRQX33HMPP/rRjygqKuLiiy9mxYoVBAIBgsEgFRUVvP7665x55pksWbKEFStWkJaWxk033cQNN9zAypUrCQaDpKWlceGFF3LFFVfwjW98g2uvvZZx48ZRUFBgBndWq5VvfvObHDp0iKysrCH+7gghhBCDQ9O0lFZ71u5vTLgdCEfZVeM2M2D17kC/X6Pb4EvTtA86HLIAniSnflcpVQ2kA/domtYInAts0DRzY6TVwCeAERd8XXLJJVxyySUJx/7v//4v4fb+/fsTbp900km888475u077rjD/Prpp59OOPc3v/lNp9cMh8OsWLGC+fPnA/DII49QWlpKMBjE4dBTnt/97nf78G6EEEKIkSMUae+78gYjZDhT0zVV1eyjqtnHzDFZ7KxpA/SG+xZvEIAlE/Nw+8P9fp1eXb1S6kLgZU3TdnS4axXwgqZpdUqp84GngTOBYqAt7rzW2DHRAz6fjxtuuIHTTz+d6upqbr75ZhwOBw899BCbNm2iuLiYqVOnDvVlCiGEEF264ZnNnD+/lNNm9v3jv66tPdvkCYRTFnxtqGgC4Pz5pWbwFQxHafaGACjNcbG5rbnfr9Pjq1dKnQ6cDnyv432apsWnfN4A/q2UsgK1wLS4+7KBPV08/5XAlQATJqS2mW6kKCoq4qWXXup0/Bvf+MYQXI0QQgjRO55AmKfWV/LU+krKb/9kn5+nutVvfu0OhFOWxdlT68ai4LLlE3lucxX76jwEwlGafSEyHFay0+z4gv0fPdGjIatKqU+ilxCvBUqUUsuVUvlKqezY/bcppYxAbjqwX9O0CPAysES1F2eXA52jCUDTtAc0TVuqadrSoqKifrwlIYQQQgwH8UFTX/lDEa58ZL152xMY+LlbhgMNHkpz0sjPcPDG909jwfhcPfjyhshNd5But+IdgOCr28yXUmoJ8CSwHngTyAD+AFwINAK3A9XAvUqp/cB84DIATdMqlVJ3Ar9VSkWAB/vTbJ/qJrujSXubnRBCCDE0alragy9/KILLbu31c7yzu556d9C87Q70v+eqKxWNXiYWpJu3nTYLwXCEFl+QnDQ76Q4rvlCk3/FITxruNwCZ3Zzz+yPc9xjwWO8vLZHL5aKhoSFhxZ9ITtM0GhoacLlcQ30pQgghRrHDccHXdU9u4o+XLubNnbV846/r2XTL2T2al/XennrS7FYeu2IZF9+7Gk+Kgq8WX4j99R7Om1tiHnPaLLgDYcKRELnpdtIcNjQN/KEoaY7eB5KGETNktaysjMrKyi4HlYpELpeLsrKyob4MIYQQo5hRdsx02nhpWzW7a93c99Y+ALZVtXLS9MKE80ORKHVtAcbmprGhoomH3y9n26EWlk3ONwM1TzA1wdfSX7xKKKIxLjfNPOa0WWhwRwlGoswYk0l6LODyBMOjI/iy2+1Mnjx5qC9DCCGEED1wsNHL4RYfuel2/v2dkzjljjdZu7+RdKcetCSbl/XlP63hg/Im9t92Pl97aJ1ZYjx7zhgyYyscU1F21DSNUERv15kzNts87rBZCEb0nq+cNLsZcPW36X7EBF9CCCGEGBne2V3HZX9eB8CskizG56eRm27nJ//aZp5T0eBNeEyTJ8gH5fqoB08wkhBkFWY4zfESqSg7BmNzxL583AROjxuJ4bRZ9TlfviA5aQ4z89XfpvserXYUQgghhOipA43tgdWiCbkopfjC0vEJ51Q0enh87QFq2/xEoxr/85d15n1t/lDCufkZ+kpDAHcKVjt6Y885vTgTi6W9r9xps3Cw0UcoolGYGR989S8AlOBLCCGEEAOqxdcePH11+SQAVpw/m7Nmt2eV3tpZx4+f3crZd71Nsy/E5soWZpXo2+V1nCJfkOnAYlFkOKwpyXwZfWQdh7caJchjJ+Vx8eIy0uz6/VJ2FEIIIcSwUtuq93P9/osLmV3a3kM1sSDD/LrRo4+PaPGF2HhALzfOGJPFjuo2Kpt9Cc9XkOEEINNlS03wFct8ZTgSw6KvLp/El5dNwGbVc1XxZcc1+xrwBMKcOXtMr19PMl9CCCFEL4UiUVb8cyvl9cm2Oh7dWrz6yIYpRRl8duG4hPvG5+krCe3WxJFR5bH+r9JcfUTSqp2Jkw3yM/WVji67FX9o4MuORubLWAwQzwi8IC74CkX44gNruPzh9Z3O7wkJvoQQQohe2lfn4e/rDnDpg2uH+lKGnSW/eJVVu+ooznJ2ui8n3Q7A/HE5CccPxnrEjDEPf32/nMmFGaTF+rwKMvTgy6oUkRTMEPd2kfnqyFjteM3fN5rHDnXI0vWEBF9CCCFELxkN4VXNPtlRpINwVP9+5KTZO923bHIBAFefMR2bRbGgTA/CjAb9sTntM7YuPW4C4/PTyHBYzcn4FosiGh3477eZ+epmdld6kuDsw1jJtDek50sIIYTopSZve0P5gUZvQi/TaBYMR82vO46SAD2zZWywvf1n5xKOaMz96ctm8GWUHQHG5qZRkOHEH2p/TptFEY5GGWjeLhruO0oWnK3Z19Dr15PMlxBCCNFLzd72vQbr2joPCx2tauI20r70+IlHPNdps5LhtOGyW8yyY3FWe/BVmuPivHklfHpBqXnMohSRfsZeWytbOq1WNBvuk/R8JV6zhWxXe4A2b1w2L2+v6fU1SOZLCCGE6KEDDV4eX3eAvPT2klqDJ3iER4wuRvD1168fy2lxw0qPJC/dYe4BmZ3WHpaU5qSxaEJewrlWiyLajzJvoyfIp+95lwsWjuV3X1xkHjczX930fCml2LLyXDYdbObp9QdZNjmfa5/Y1OvrkOBLCCGE6KEfPrOZtfsbOW1mkXmsUYIvkxFElcb1bnUnNxZ8OWwWnLb2zFNRkoZ9q0WZPWV9sa/ODcC6/Y0Jx43Ml9Hg352F43NZOD4XTyDM+fNLuLeX1yFlRyGEEKKHjKTLvjqPudegBF/tjMxXSY6rmzPbGVnE+HIe6IFWR9Z+NtzvjQVfDlti+OMJhEl3WBOm2/dEhtPGHy9d0uvrkOBLCCGE6CGjJ+hAo5cx2U4yHFYa3BJ8GQ63+EmzWzsFUkeSl66Pkcjsptkd9OAr0q/Mlz6XreMzeIKRpCsZU0XKjkIIIUQPpcWtdstNdxCMRGn0SMO9obrVT2mOC6V6nkHKj83wMrJRa1ac2eW5VtW/4MvIfB1u1veTNDJd3mC422b7gSSZLyGEEKKHPHGbOuel28nPcA7rhvs9tW1Ut/i7P3GAVLf4GZPd85IjwCfmlQCwq0YPjEpyXF2WLa0WRaSPDffbD7Xwzu56AIKRKLVxq1Td/vCgZr4k+BJCCCF6KH7D6MJMJwUZjmHd83XWXW9z/G2vD9rrVbfoma/eWD61gBOmFnDNGdO6Pbc/DfdPrDuI1aL4/RcXArCrps2870Cjl7K8ni8S6C8JvoQQQog4bf4Qd7++O+kGzvHB17dPnUr+MA++DNGoRiA88HsidnyNmlY/Y3oZfCmlePybx3P9OTO7Pbc/DfctvhBFWU7OnjMGu1Xx3h49CxaORClv8DCtOLNPz9sXEnwJIYQQcV7ZXsNvXt2VdH5Tiy/El5aNZ8fPz2NSYQY5aXba/J2DtOEgPkj5wTObmXnzf3v0uGc3VvJBeWP3J3bQ4AkSjmq9znz1hqUfPV+eQJhMp410h40lE/O4/+19/Pnd/Rxo9BKKaEwtGrzgSxruhRBCiDhGL9BrH9fgDbb3AmmaRosvRF66w9xrMNNpwx0IJzRvDxfxQeE/P6wCwB0LQLrS4gtx3ZObAcxtgHriD2/uMQeV9rbnqzds/Vjt2Bb33j+3ZDxr9jXyl/f2MyE/HUAyX0IIIcRQqWpu35Nwa2WL+bUnGCES1RI2jM6KjVQwNmYeTpp9ncuh1S2+Iz7mpa2Hgc4zt45E0zTueHknf3hzL0BKM1/9abh3+9uDr4uXlPGd06dS3eJna2UzAFOKBm9/Tgm+hBBCiDhVTT7GxgKIjQebzeNGv1d88GV8mLuT9IcNtea4zb8Nh5qPvPLxg/ImACYX9jwQqe8w56wkhZmv/sz58gTDZMYFlVOLMglHNR5dU8H8cTlku+xHePTAkuBLCCGEQG+8Bqhq9jFvXA6TCzN4ev1B/vDmHj5zz7s0uPVyZG7cvo7Gh7l7GPZ9NcctDlg4Pheg27ET7oD+mN70se2v95hf2yyKgszO2wINlP4EX/GZL2gvMzZ5Q5w+q2f7UA4UCb6EEEKMeqv3NjDtppdYX95IVZOPcXlp3HT+bA41+7nj5Z1sqWxh+6FWAEri9i00PszbhmXmS89IvXb9KTz5reOB9r0Xu2LMMWvtYfAVjkR5dmOlebs4y5l0W6CB0p+G+7ZAYuZrSlyD/aeOKe33tfWGBF9CCCFGva1Vennxiw+swROMMCE/nbPmjOGsOWPMc7ZV6f1fY3Pby2pZQ5j5enNn7RHHXLSXSR04bVYKM528t6eeObf8l49igWRHRvm0zR/icDf9YQAPvbefv687aN7uzZ6OfdHXhvtgOEowHCUzbpBqptPGHy9dzEvXnsyMMVkDeZndkuBLCCGEiDEGeJ4wtRCA02YUmfdtP9SK3aoozGgvq2U69RLkYPd8BcIRvv6XDzj5V2/w9q462vyd+7uMni+jR21crot15Y14gxHuW7U36fMas80C4SjLb3sjYcFBMi9urQYgLbb6M9XBl6WPDffG+8rssJDg/PmlzC7NHpBr6w0JvoQQQox6HXucZozRS1IXLR7Hyk/PAfTMV0mOK2GkxFD1fHlj5UFPMMJXH1rH//7tQ/O+2lY/vmCEZm+IDIfV3DNxztgc85zNlc1oSYKYjoNlPz6cPEMGUNvmZ9PBZn5wzgwevXwZACXZqZ0Sb7XQpyGrRnDck827B4MEX0IIIUa9Nn+YLJeNLy2bwA3nzTQ3hlZKcX6sHygc1RibkxhcDFXPV8fRFpVN7SXCZbe+zqfufocGT4C82KbVAItiTfcAFQ3epNfsDoQTVnMe6X3trNa351kyMd+c7VWSk7pmewCbxdKn7YWM4CurFyM0Uml4XIUQQggxhNyBMNkuO7ddNL/TfXnp7QHM2NzkwZfbH2ZPrZuH3y/n5OmFnDO3JKXX6w3qma8fnTeLmlY///xQb3o3VmTurfPgCUSYWJBuPmZBXPAFUNPiTxivoGkanmCE6cWZZr9YVVPXfV/GKscpRRkUZzn58fmzuGDhuAF4d12zqN5vL6RpGvfHyqwZkvkSQgghhoeOYwji2a3tH5Ud519ZLYp0hxV3IMQf3tzDo2sqePCd/Sm9VmgvD84qySIv3UGrP0woEmV3rds8p7rVz7i4YHFacSafmFfCtWdOBzqvfAyEo0SiWsKE+somL13ZV+chw2GlOMuJUoorT5lKcQpnfIFeduxt5quyyce/Nh0Chk/ZsdurUEpNBX4BfAiUAQ2apv2swzk/AkqAamAJcIumaTti95UD5bFTqzRNu3SgLl4IIYQYCG2BUKdm7GSOn1LQ6Vim00abP8zqvQ3A4Ey7NzJf6Q4r+Zl6Zq7JE2R3TVvCeePy2oMvq0Vx71eWcLDRy+9f3011a2LwZQR08RPqK4+Q+dpX72FyUYZZoh0MVoul1w338StCCzJSWxbtqZ6EgPnAE5qmPQeglPpIKfWCpmkb4s7JBK7XNE1TSn0BuAP4dOy+v2qatnIgL1oIIYQYSG5/OKE/qisLxud0OpbpsrG5ssUMZjo2raeC8RoZThsFsetu9AbZVeMmy2kjO81OVbMvIfNlKM7WA5COA1eNGV8Fme3fh6rmI5Ud3Swcn9e/N9JLfWm4N4bN/uRTc5gQV4YdSt0GX5qmfdDhkAXwdDjnJx3ud8fdPkUpdQOQBbykadr7fbxWIYQQIiXaAmHG53f9wfztU6dSXu/BabN2um9KYSavfVwDwAlTC9jVIfuUCvGZL6MnrdEd5GCTl4mF6QTD+rT+jj1qQGzml6NT2dFoSp8xJospRRnkpTvYUNFEOBLFZu3cpdTgDjIma3AzSdY+NNwbw2ZPjRsbMtR61fOllLoQeNkoKSa53wF8Dbg57vCNmqb9GrgNeEgpNa2Lx16plFqvlFpfV1fXm8sSQggh+sVY7diVGz8xi/suW5L0viUT9exPaY6LuWOzB2Xml1HazHDazExVgydIvTtAUabTvCYjy9XRmGwXr39cYwYmAM9s0Jv28zMcvPH90/jMgrFA4jZFhlAkijcYIWsQ90MEsMZKnL3JfjXFyo556YN7rUfS4+BLKXU6cDpwXRf3O4B7gZs0TTOnt2mati72/15gE3BissdrmvaApmlLNU1bWlQ0fKJTIYQQR78jNdx3Z+kkPdBZPrWATKcdfyhq7hOZKsacr3SHlXyj7OgJUt8WpDDTyU8/PZeH/mcps0qSDxA9bWYRtW0B7o2tAtxT6+ah9/SFAsaKQGMPy/gAzWDMNRvs0Q1GAq432a/mJBuiD7UeBV9KqU8C5wLXAiVKqeVKqXylVHbs/jTgfuAuTdM2KKUujh0/Uyl1XtxTTQOSj9UVQgghhkA4EsUX6nsW55iyHI6bnM8li8vIcOplSaN/aiBpmsZT6w9S7w6Yma90h43cNDtK6WMm6t0BCrOcuOxWzpg1psvn+uG5s5hUkM6BBn01Y0tcdssIQo1yZpO3c+arbciCLz1sifai6b7ZGyLLZUtaOh0qPVntuAR4ElgPvAlkAH8ALgQagduBvwHzgMmxVQ8ZwD+AWmClUmoxMBb4h6Zp7w782xBCCCH6xgiU+pr5ctqsPPmt5QAcaNSDGXcwTE4/ylwPvbuft3fX8cBlS80J9c9urOKGZ7bw9RMnYbdacNktsU2sFTlpdvbVewhHNYoye9aHNaEgw2yob43bnqgw9ngz+Eqyf6Rx/qCXHWPxU2/2d2zyBhNmtQ0HPWm434C+mvFI51zUxfGtwMV9uzQhhBAi9doCeiAxEDOgjHEV/VnxuKe2jZ/95yNAn7M1pSgTTdO4+409ALR4Q6Q5rGTEbRKdn+EwG/0Le9gEPy7XxfaqFqJRjdZY5uvf3z3RLGO2lx27znxlD3LmyxLr+epV2dEbGlb9XiBDVoUQQoxyvtjKwTRH55WMvWX0SxlN98FwlDtf3plQ1uuOkT2D9nEQO6rbzInyFY1evMEI6c726y3IcLCrRh80UJjZsyzPuNw0GjxBpvz4Rera9Mn48Rtj58WNsOiobYgyXzZL7xvum71BcoZZ5kuCLyGEEKOaL9TevN5fWXHbDYG+gvCeN/dw71t6u3Ntq5/bXvr4iA35ta0B82tjHMSrH9WgFJw1ewwbKpp4dmNVwtiL+LJacU8zX3EDWI3ALn67oQyHFbtV0ZQ0+IplvtIGu+dLD756M2i12SeZLyGEEGJYMWZmpdkHLvNllB0rGj0Jz/3Tf2/n/lX7WL2vocvnqG1rD76Mwa27atqYmJ/O3LHtqxf3xG0lFD8YtSizZ1v8FGclTrJ32Cy44r4HSily0x00e5KVHYcm82Uxgq9ejprIHUYrHUGCLyGEEKOckfkaiLJjZoeyo1E2THNYEo4bmbFkatv85KXbyUu3cyjWEF/vDlCU5eTYSfnmeUYjPpDQp9XTRv/lUwq4cJG+EXZlkzch62XIS7cfMfM12Ksdbb0MvsKRKK3+MLnDrOw4PHaYFEIIIQZBOBLlcIs/YZq9fwB7vjoGX0bwZARbRtnsyfUHGZ+fzrxxnbcrqm0NUJzlwmpRZvBW7w4yvTiTk6YXsnXlORxq9mO3tu+paJQdC3u40hH0LNI3TpzMsxurqGzyJZQhDcVZLmriMnGGVn8Il92SsOn4YDAa7nsafLXGvu9SdhRCCCGGyAPv7OPkX7/J42sPmMdSUXZ0+8M0uAPsOKyvQDSCAOO13tpZx6fuTj55qbYtQHG2k9Icl9nzVe8OmIFVlsvOzJIsphS1DyIwyo69DTKMwaOBcDRp5mtsrssMIOPpOwIMfkBjs/Y8+Npb5+bbj+rbUA+3zJcEX0IIIUaNl7ZWA/DgO/vMYwNZdnTYLGQ6bTR6g9z64g4CscZ6IxN2uKXrjaoNdW16ibEkx0V1q59QJEqzN3TErJaRgeptkBHfMJ+dpC9qbG4adW0BAuHEobHdbceUKmbmqwcN99c9uYl15Y1A+9iM4UKCLyGEEKNCiy/ER4dbAahq9qHFPsB9A5j5An3UQ11bgA/KGzl79hhmjMmkzR8iGtWiF44uAAAgAElEQVSoaUks4flDEXbXtFEeW20YDEepafVTmuOiNMdFoydoZp4Ks7oOrCbEyqjnzOl6qn0y8bPNks3sGhfbmLvjdbf6Q0OS+bL2oucrvq9uuA1ZleBLCCHEqLCtqoVIVOOcOWMIhKPUufWAwsx8DVjw5aSiwcuBRi+zS7PIctlxB8L8e/MhgpFoQsDzYUUTZ//2bbMEua/eTTiqMWNMFiU5abHrbjWftyvHlOWyZsWZfG7p+F5dq81qISOW8UuWHTKCr6oOpcc2f3jQB6xC7xru4wexSuZLCCGEGAJGAHHC1AL9dpN+2xuM4LBaBmzvv6IsJ1urWgCYVZJNptPGgUYvNzyzhbljs1n1w9P4z9UnAfDlB9cCelmy2RtkZ3Wb+bjS2MDT7zz+IdB9M338gNTe8If10uj04qxO942NBV8d+77a/KGkPWKp1puG+/hdBoZbz5esdhRCCDEqHGr2oRQsmaiPa6hs8rFoQh7+UASXfeByEfFB0sySLLJcNg426sHLbz6/gIJMJxlOG3NKs5lanMmskizueHkn7+9tYM2+BuxWxZSiDLO53GBkoQaaEcjMLOkcfBkBXcdetaHq+epp2fH2l3bQELcnZdYAbB01kIbX1QghhBApcqjZR1Gmk8lFGYAefAF4g2HSHQP3cWiuSnTaKMtLM4OU2aXZzCrRh6S67FZevPZkQB9/cfcbu7n+qU34Q1Fml2Zjt1ooyW7PZL3+/VP7nNnqqVlJgi+X3Uq6w0pTh/0dhzz4OkLDfTgS5b5VexOOGcNZhwsJvoQQQowKh5r9jM1NI9NpIzfdTlWzvoeiLxQdkJWOBqMxfnJRBkop0uz6R+1xk/OTnm+zWphenGWWKu/83DFA+9gKgKlxYyVSpavSXF66I2HQaigSxReKDNuGe2Mu2c8/O5fDLX42VzYPyrX1hgRfQgghRoVDzT5ml+qZp7K8NHbXuHlndx2+YHjAmu0BjLhgcqGeYTOCvGPKOg9UNcws0YOv8+eXMHds+3l//trShIGwqfCfq0+i2dv1xt+56faE+4dquj30LPiqjG1MPqkwg8uWTxqMy+o1Cb6EEEIc9fbXe6hs9nHGrGJA7596eXsNa/+8jpJsV9Lp7n115qxi7stN4+ozpsVeSw+eFozP7fIxY2MlxdKcxOs4c3bvRkf0RbIp+/E6Zr6Gal9HAGus4T56hODrYKycPD4vtUFrf0jwJYQQ4qgWiWp885H1ZDpt5iiGsrgP5upWP9PHDFxZb2xuGu/deIZ5+4bzZvKZhWOPWDqcGwuAFk/IG7DrGCh6iba94X44ZL7CR8p8NXlRCkpzU9sj1x8SfAkhhDiqhCPRhLERL2w9zJ5aN/deuthc0ddx5aBrAMuOHbnsVhYeIesFcO7cEv77vZPNhvzhpGPmq9XMfA3PhvvKJh9jslw4ban7b9pfMudLCCHEUWNHdSvTbnqJN3bUmMe2HGzGZbdw7twS89iY7MSsiNM29B+HwzHwAn2/yBZfyOyzMjJfQzHnywy+IkdouG/1MybFK0P7a+h/2oQYYrtq2tgyDFfDCCF675cvfAzoG1cbvKEImU57wrgBYzue8+eXsGhCLqfMKBrcCx1BctMdaBq0+vSM11AGXz3Z27HZGyJ/mE2070jKjmLU+/Td7xIIR9n2/85N2PZDCDGyaJrGB7GNlOP39fMGwqR3GCUxvyyH164/halFmSg1vGZADTd5GXog0+QNkpfhiGu4H4LthaxdN9wfaPBy0b3vU+8OcNGicYN9ab0imS8x6gViW2s8se7AEF+JEKI/atsC+EP67/PBJq953BOMdAq+AKYVZ0ng1QPGptTGxPgGdxCrRZGTNnSrHZM13K/Z10B9bL/O4badUEcSfIlRrzBT/yV9e3f9EF+JEKI/yus9ABRnOTnQ2B58+YKRhIGlonemj9EXKew4rG/wXdcWoCDDMSRT443XjCYpO34Uuz4YfhtpdyTBlxjVIlGNxthfcxsrmnq0WasQYvj5oLyRLzywBoCTpxdR0xrAH4oA4Al2LjuKnhub46Iw08HmSn0Cf7070O0m36liiwVf1z6xiZYOg2E/jgu+8iT4EmL4avIGiWqwoCyHtkCY3bVtQ31JQog++Htc28BJ0wsAeGtnLQDeQPKyo+gZpRTzx+WYC5Pq3AGKsoYm+LLElYm3VLUvlNI0rUPmS8qOQgxbDW4962WsdNpd4x7KyxFC9FEw1rs5LjeNT8wrZe7YbFb8cyst3hDeUJiMAdw4ezRaNCGP3bVuqlv81LUNYfAVV+qsaQ2YX1c1+8xVmNDepzZcSfAlRrWGWHOmMXk6/pdXCDE81bb6qW31Jxwrb/Bw4rQCXv/+qbjsVn59yTE0+0Lc8+ZuPfPllMxXf1ywcByaBk98cGBIy46l2S6+tEzfpaCqqX3q/seHE6sW0vMlxDBWFwu+jA1wjcnNQojha9mtr7Ps1tfN25qmUV7vZVpRpjmpfu7YHD63pIy/vl9OgydIumS++mVCQTrLJufz7MYqQhFtSDNft110DEVZTnPD8tV7G/j2YxsSzsvLkMyXEMOWUXYcn5+OzaLMIYJCiOFhZ3WbuRAmEI7w6JqKTufUuQO4A2HzjyjDD86ZSSg2CV16vvpvalEmFQ16wGOsEh8q43LTqGr2sae2jS/9aY35M/KlZROA4d9wL38KiFGtJRZs5aTZyU6zHzHzFY1qRDUtYc84IUTq1LsDnPu7t/n0grHc/aVFPLbmAD//z0fm/dGohjsY5i/vlQOwdFJ+wuOLs104bRYC4aj0fA2Asry0pF8PhXF5aWyvauHDA3rT/ReWjueY8Tl8ful4rj1z+rDPdMqniBjVvMEwLrsFq0WR7bLR4kve87XpYDNTfvwiN/5z6yBfoRCjl5GZfn7zIQLhCL5g4u/n717fzTErX+Het/by2YVjmTcup9NzGL0/aZL56rf4gMuY/TVUxuelU9Xso6LBg0XBLy6cx6XHTcRutVAyzPd1hB5kvpRSU4FfAB8CZUCDpmk/63COC7gTqAKmA7drmrYrdt9XgEVABNiradr9A/oOhOgHbzBi/kWck2bvsux4zxt7AFi3v3HQrk2I0a4l7vdxa2UL9bFgzPCX9/abX58/vzTpc+SlO6hpDZAhDff9Fh98DcW+jvEmFaQTimis3ddIaU4a9hFWkehJXi4feELTtOcAlFIfKaVe0DQtvrvte8ABTdN+rZSaD/wZOFkpVQb8AFikaZqmlPpAKfWGpmm7B/qNCNEXvmDE/Iu4q7KjPxTh3T36Jr1O28j6BRdiJIv/Y2hHdRtVzb6E+42twQCOn1yQ9DnMzJd9eJehRoJxuelDfQmmSbH+vvUVTRw/Jb+bs4efbj9JNE37wAi84h7j6XDaJ4HVsfO3AguUUtnAucAGTTP3AVgNfKLfVy3EAImffJ3t6pz5+p+/rOPM36zCH4pSku2SURRCDKL4P4Z2VLdS1eTjuMn53PKpOUD7bK/cdDs5XTRYG/OewtFo0vtFzxXHVjiePL1wiK+EhMUV4/OGT1DYU736M14pdSHwsqZpOzrcVQzED9lojR3r6niy575SKbVeKbW+rq6uN5clRJ95gxGzMTM7zcbeOg83/6u9r+utnXVUNftwWC2cObsYd0CCLyEGi/HH0LTiTHbGMl/Tx2RybFxj/c8/O5fVN57Z5XPMiPUm2SySte4vi0Xxzg2n88BlS4f6UsxAEGBiwVEcfCmlTgdOB65LcnctEN99lx071tXxTjRNe0DTtKWapi0tKirq6WUJ0S968KVnvrJiPQyPrTnQ6bxFE3IpzHTiDoRl/0chBomxAObEqQV8UN5Eiy/EpIIM8uPGHCyfWnDEZvrvnjGNuz6/gHPmjEn59Y4G4/PTh8XiBaUUc0qzAfj80vFDfDW916MiuFLqk8DJwLVAqVJqIrATCGua1gq8ACwH3on1fG3WNK1VKfUycLVSSsVKj8uBu1PxRoToC28wYpYlKhraq+nuQJhMZ/uvx/KpBeZtdyBMTtrwniEjxNGg1R8iw2Hle2fNYO3+RrLT7Hxx2QSscfv7TSs+8qo7u9XCRYvLUn2pYgg8dsVxOGyWhH+rR4qerHZcAjwJrAfeBDKAPwAXAo3A7cDvgTuVUjcD04DLATRNq1RK3Qn8VikVAR6UZnsxlJ7bVMXJ04vIj00/9sb1fJ07t4SXt9cA+rYVRk/Bskn5XH7SZF7cehiQ4EuIwdLqC5GdZicvw8EL15yMRekZD4DPLSnj0wvGDvEViqGUP8yn2B9Jt8FXbFVjZjfn+IDvdHHfY8Bjfbo6IQbQoWYf1z6xiROmFvD4N48HYqMmYkvQL1pcxoT8dC65bzVVzV6zp+C8eSVkuexmWbLNHwKGdsCgEKNBqz9k/qFjjdtQGeCOzy0YiksSYkBIB6IYNTyxZvnqlvYNeX3BSMIS9PH5euNmVZPPbK43Utpm2VFWPAoxKFp8oSGfJyVEKkjwJUaNtlgwZbPqf0FrmoYnGE4YvliU6cRhtVDZ7MMTm6adEQu6slz6/8u4CSFS79E1FazZ10hIRkSIo5AEX2LUMKZlG5OQA+Eompa47YjFophcmMFHh1rxBCIAZnBmBF9H2v9RCDEw/hqbXj+t6IhdL0KMSCNviYAQfdTaIfgyypDp9sRl08unFvDEBwdo8uhbmbRnvvTyh8z6EiJ1rnj4A06cVog7EOb4KfncHBuoKsTRRDJfYtRoD74UmqbhDeqZrfQOy5RPmlaIPxTlzZ36SDpj70cpOwqReq99XMv/e/4jaloDnDy9SFYWi6OSZL7EqGGUHW0WC6fe8RY1rXrjfbqjc+YrP8PB39bqw1aNRvs0uxWrRcVWOwohBlr7TnS6KXFbyAhxNJHMlxg1jOArEtU40Og1N+U1MluGDKeNa86YFndbD86UUmQ6bWw80MzvX9tNVCbdCzGg/KHE5vrJRRJ8iaOTBF9i1DCCr44N89lpnRPAp85s34I0I64smeWy8f7eBn772i7+Exu6KoQYGL5QJOG2NNuLo5UEX2LUMIKvffWehOOlOZ0Hpk7Mb9+o1Wlr/zWJ38bi0dXlA3uBQoxyRvCV5bSx6oenYbPKR5Q4OslPthg1jOArGE4sbRiT7ONZ4qZpq7h95OIHPta7g0lf54l1B3hle3W/rlWI0cgXm633y4vmM7FASo7i6CUN92LUaPUlX6XY1V/Xv/3CArZUtiQcy3S1/8o0e5MHXzf+cysAb3z/VKZI2USIHvMF9T+M0jqMfxHiaCOZLzFqdBUsdeXCRWX89NNzE45lxQVfrf5wp9VZRnYN4JWPavpwleJo0ewN4u/QwySOzCg7SvAljnYSfIlRo7GXwVcy8cFXJKp1Gri6P66f7GCjl0ZP/19TDH+1rf5Oxxb+7FW++MCaIbiakcsbKzumOST4Ekc3Cb7EqOALRvCHohRm6v1ds0qyACjIcPTqeTKdes+X0YTf7E1cObmvzm1+/be1B1j881cJR2RvuqPZO7vrWHbr67yxo3Omc9PB5iG4opHLL5kvMUpI8CVGBSPrNS7XBcDU4kx+8qk5PPmt5b16nszYzK8x2frzxJcZQc98WS2KJRPzzGOLfv4qq3bV9fnaxfBm9AWu3ddoHpNyY9+Yu05I5ksc5ST4EqOCsU8jsZWL43LTuPykyUwr7l1DvLHyMS+WMesYfO2r8zA+L42yvPbxFW3+ML97bVdfL10Mc7bYythQpL3/r2NGVPSM2fMlwZc4yknwJY56u2vaqHcHgPbtShaOz+3TcxkN9gVdBV/1HqYUZVKQkTi+YnZpdp9eTwx/4dhOB6FIFE3TeHHrYeraAkN8VSOTL5b5cknZURzlZNSEOKrVtvo5+7dvm7f/97SpXLKkjBOmFvTp+Yz2rbz0zsHXpoPN7K11c8LUArPPa3pxJrtr3VKGOooZWdUWX4h/bariuic3c86cMUDigF7RPZ+UHcUoIf8yiKNadYdVaIWZTk6cVpgwOLU3jp+SD8CnjikF2stLmw82c8Ef3iMYiTKlKIOcNL0x/+ozpzOrJAu3P/mMMTHyGf2E/958iOue3AzA4Rb95y5+RwTRPV8ogs2isMtke3GUk38ZxFGt46iH7DR7F2f2zHFTCtjx8/Nw2iw4bBaaffrz/2tTlXnOpIIMLl5cxpgcF5+aX8qjq8tpk+BrRPOHIjhtlqRBe7L+roNNXiBxX1DRPV8oIisdxaggf16Io1rHD0arpW8Zr3guuxWlFHnpdpo9+vO/sl0fM1CQ4WDe2BxcdiuXHjcRi0WR6bR1mgcmRo5GT5Azf7OKz/7hvaRz25IdM37uJPjqHV8wIs32YlSQfxnEUc34YHzj+6cmrEYbCPkZTho8QTRNo6bVz1WnTeVH583qdF6my055g5c3dtQQDEc5b17pgF6HSJ3KJi9f/fM6qpp9VDX7eGr9Qb596tSEc+J3Tvj4Z+dx2Z/Xsr6iCQCHtf/B/mhw1WMb2F3rluBLjBoSfImjWrM3iEXBxIKMAcl6xSvIcNDoCdDqCxOOal0ObM102mjzh7n1xR1omibB1wjy323V7Kv3cN9XlvCr/+7gw1hQFa/RE+Rryyey8jNzUUqZM+CAAQ/4j0b+UISXtrVvRD9HVgaLUUCCL3FUa/QGyUmzD3jgBfqsr8omL/UefayAMT2/oyyXjSZvkHp3AIfVQiSqpeR6xMBr8YWwKDhnzhhe/aiGVbtq0TTN7P0KhqO0+sPkZTjMY0VZ7T8H4ajsbtCd1tiK4W+dOgWH1cIJUwuH+IqESD3p+RJHnUZPkGBY/9Br8obMgagDTc98BWlw62WngsyuM1+R2CyoYCTK4RbfEZ9X0zT+8t5+Kho8RzxPpF6rL0SWy44ltmtBvTvIgUaveX9lrLG+LC/dPGaLC6zDkvnqVnMs+Jo/LofvnzOT5X0cAyPESCLBlziqRKMai3/+Kt9+bANv7qjlhS2HzZlcAy0v3UGrP2yOs+g4WNXQcdxAeb036Xnm/Q1e/t/zH/HDZ7YMzIWKPmv1h8lO0//7GVtGbYgrPRqB2MSC9uDrylOn8MsL53HhonGEJPPVLWNxQm5aan5PhRiOJPgSR5XyWLbojR21XPHIegAONR8509RX+bFM155afTPtwi4yX1ku/cN7bI4r4Rq78v7eev1xXayU8wUjbJYNmwdFiy9kzmybXpxJltOWNPiakN8efBVnubj0uInYrYpQWDJf3TEWLOSm928MjBAjiQRf4qjgDYa55bltvL+3wTxmlPoWx21yPZDyYxm13TVtAF2WN43g6/z5peRnOPjNKzs50NB19uvd3XrwlayHLBSJcvqdb/HZP7zHrtjritRp9YXIdulBgcWiWDQxjw0VTbyw5TBNniAHGrw4bRaKszr/t7JZLSO+5ysYjhKNpjaANHaJyOnnDD4hRhIJvsRR4R8bKnlkdQU3/2tbwvHz5pZwxyXHpOQ182PB1u5aN7np9i6ncufEyinHTs7ngcuW0OQN8c6euqTnbj/Uwsvb9ZVfyWaD7a5xm2VOI0gTqdPqbw++AI6bnM+O6ja+8/iH/O/fPmR/vYcJ+elJh6/aLWpEr3bUNI0ZN7/ELf/e1v3J/WAGX5L5EqOIBF/iqJDmaC/RHVOWg/FZOL8sh3RHahb1FsaVHfOP0NS/bHI+//elRZw1ewyLJ+ThtFkor09eevznh1XYrRYmF2bQliT4ih/oaZQnRerElx0BTprWvhJv9b4GXt9Ry7LJ+Ukfa7NazD0+RyLj5++xNQdS+jrN3hBWi+qyzC7E0ajbn3alVAnwC2CBpmnHJrl/JXA2YIwSnwF8WdO0t5RSawBjc72IpmlnDshVC9GBPW6Y5bTiTPbWuvEEI5TmuI7wqP6JHymQrOxksFoUn1kw1rw9qSCD/V003Td5ghRmOhmXm4bb33nbmobYWItFE3LZdLClr5cueqjV195wDzBvXI759aSCdM6YNYYffWJm0sfarRZCKS7ZpVJdW2BQXqfZp4+D6et+q0KMRD35U+Mk4DlgYRf3rwfu0DTNo5SyAC8Cq2L3/VfTtJX9vkohuuENRsyvpxZlkuaw4QlGKElh8JWTZsdhtRCMRBMGa3ZnUmE6e2rd1LUFWH7b6zx2xXEcP0VfXm9kWjKdNmrb/J0ea2S+FpTlsvFAM8FwFIdNEtipEAxH8YUiCWVHq0XxtyuOIyfNnhCIJWO3KkIjOPM1aMGXN0Su9HuJUabbf7U1TXsG6LKzV9O0/2iaZtRQPgv8R9M048+9+UqpHymlViqlPtn/yxUiucTgK4O8WP9IV4NPB4JSyiw9Hinz1dHkwkwONHp5adthwlGNx9ZUmPeZwZfLhjvJZtyNHn1i/6ySLABqWjsHaGJgtMUyjx03Yz9xWmG3gReAzWJB09oXfow0gxF8Vbf42VbVIv1eYtQZ6D+Z/wf4a9ztX2ma9ivg58CPlVKndPVApdSVSqn1Sqn1dXXJm5GF6Io3rj9qalEm935lMV8+bgJTizJT+rouu74PXXFWzzNfp0wvJBLVuOW57QAJpdH4zFeynq96d5D8DAdjc9MAzOZ7MfD6uwrPFiuFj9TsV3zw1ZakBN5f0ajG1X//kNq2AN86ZcqAP78Qw9mABV9KqYXALk3T3MYxTdPWxf4/ArwDnN7V4zVNe0DTtKWapi0tKioaqMsSo4Q31J75mlCQzrTiLG69cH7Kt/ExchrF2T3PfJ0wrZCrz5je/hxxiZFWvx58ZblsuANhNC0xa9LoCZCf4TDLqYdbJPhKhe2HWnhqfSWAGej2ltGHGB6pmS93e/CVigzrmv0NfFDexE8+NUf2OxWjTp+CL6VUhlKqY4R0NXBP3DmzlFKXx90/HdjTl9cTojveQJhsl439t52P02YdtNc1gqPeZL4ALllSZn5tZFiMr3PS9cyXpiWWU0EvO8YHX9XdbFUk+uaT//cu963ai1L66tm+MEaPjNQVj/GZr+qWgS9B7o+t+D11hvyxLUafboMvpdSpwGVAqVLqZqVUGnp58edx54wBnJqmVcQ9tBX4lFLqJ0qpO4CDwN8H8uKFMHiDETKctkFfMWXkNLra17Er4/PTueaMaUB78BUIR/CHombPF3Se9dXgCVKQ4STLaSPDYU3Jh6Jop2ntpeXessWCr+AIDr6M8Q917oHPfFU1+bBZVK8WqwhxtOh2taOmaatoX71o+EOHc2qAr3Q4dgi4sL8XKERPeIMR0hyDl/EyfP+cmVzz942U5fW+NHX9OTNZs7/R3FjYCMKyYz1fAG3+MGOy9fOrW/wcbPRyzpwSlFKU5LiobpXMVyrkpttp9oa47aL5fX4Oe6zkPVI3165rCzCrNIsPypvMzeMHUlWzj5IcV8pbA4QYjmSNujgqeINhMlI0TPVIPrNgLOW3f7LPg1xz0uy0xoKu1rgGb2O8gbHvHcBD7+0nqsGlx00AoDQnbUh6vj461MqkG18wt1U62oQjUVp8Ia45czpfWjahz89jM8uOIzT4cgeYUpiJw2rhQKOXFm+ISFQzBwR7kvQk9kZVk49xfeynE2Kkk+BLpFyDO8B/tx02b/fnH+zVexvwhyKdjnuGKPPVX7lpdjPjFb+6bnZpNi67hftW7TXPfW9PPcunFDA+tonzmGwX1UMQfL3ykb790b82VQ36aw+GRm8QTYOiXpaSOzIa7kMjcH/HSFSj0ROkONtJQaaDR1ZXsOBnr3DvW3s47c63WL23gbk/fZlHVld0/2RJPLuxkvUVTYzrQ8ZYiKOBBF8i5a59YhPffuxDDjZ6eWNHDZNXvMjhPjSK76xu40t/WsNtL37c6T5fMELGCAy+croIvkpyXHz9xMm89nEtLd4QP/nXNrYfamV+XPN3aY6L2rbAoDd0F8S2UuprKSoS1Xhi3QEeene/2XQ9nNS36e+rvzPijIb7kTZqQtM01uxrIBLVKMpyJvQz/nvzIQDzj4JnN3YdgG+oaOKPb+3hYGPibg4VDR6ue3IzkNo5fEIMZ7KZlki57Yf0bXDe31vP2n2NAPx93UEWjs/hG39dz7s/Op2yvPRun8eY+L4zSbnLGwyT7uj+OYabnDQ73mCEYDiKO6Bn9Ix+r0kF+vt5Y2cNj8YGsc6PG+5ZkuMiEtWodwdTOsm/I2Oifn0fg68Pyhu58Z9bAf3D/F/fOXHArq2vnlp/kMfWVPDcd06kPjZiobAXg3OTsY3Qnq9/bz7EtU9sAqAo00luWnvwtatGnyS0apc+izHDmfgHjycQ5v6393H/qr0EwnrQ+df3yvn3d0+iJMeFPxThh09vwWpRXHb8RLOELsRoI8GXSKlgOIonNi7hvT0N5uT5l7dVs69O/4f8g/LGHgVfbbGJ744koyS8wQjpIzDzlRv7frT4QuagWON95GfoH/6HmttLi/HBlzGctbrVP6jBlz+kf6g2evq20tLIdk0vzkzoaRtKmw42s6WyhYoGb3vwNQozX5qmcf+qfebtoiwnviRlfsPh2M/mvjo31z+1GU8gzO5aN+Pz06hpDXD7RfO5/qnNPLPhIN89Yzovb69mXXkjv/3CAi5cVNbl8wpxtJOyo0ipXTVtBMNRMhxW3thRy/4GvQRR3eonK9ZU3pZkG51kjA9Fh7Xzj+1IDb7iR0oYM72MhQNGucco23zrlClmvxcwZLO+jA9jY5/J3jrQ6MVmUSyakNtpjtlQaYq9l82VzeZ8q8J+9nzZOgxZjUY1PjzQ1Kfnqmr2DcpWUu/taeCjw63m7aIsp1kOP6Ysh7ljs3nqW8tZOjEPgH31Hv7f89v5v9d3s+lgM7tr3Vx9xjRW/eB01qw4k4sWlzFvXDZv7dQzZR8dbsVuVXzqmLGdX1yIUUSCL5FSDbEPtevOnoE7EObtWLmi1R8iLTY/qeOHeE2rn0C484ey8aHYcWV6JKrpZUfnyEvkptn1a/YGw3iDehBqLBwweqsOxIKvL3co0ZTlpWNRsMqczRMAACAASURBVPFg82BdLqD314FeduzL4okDDV7K8tLIctmHRfClaZr5M7jpYDNbq1oYm+My/zjoK5slMfN116u7uOiP77O5D/+9rv37Rm56dmu/rudI/KEI3338Q77y57UJQWdhppPlsU3f//I/x/LCNSezbHI+z1x1And+boF+/L1y/rXpkPmYS5aUYbEo8mM/v6fNKObDA020+UPsrnEztSjTzAoKMVqNvE8rMaIYe8KdMqOICasrzEBC09p7uA41t2dumr1BTr/zLa47awbf7LDfmxF8dcyU/fbVXYQiWkJJbqQwsnW+YARvMILNosyeqvwOwVfHcRY5aXbOnjOG+1ftIxrV+PH5s9l+qLVHmz73h7Ha1B0Is7myhYXjc3v1+IpGDxMKMshwWPEE9XEFgz0c17CtqoXL/ryWJq/+c7qlsoVDzT6WxDI7/eGw6e/p8bUH+M+WwzwXa06vawvw8/98xGcWjGVBN9+7vXVufvGfj9h2qKVHpfm+un/VPv6z5TCfXjCWixePIz/DwSvba8hw2vjJp+bwjZMmU9ChDPuZBWOxWxWt/jCbDzZz/vwS2vxhJhZkJJw3Z2w2UQ0qm3zsrG5j8QB8b4UY6ST4EillBEpZLhsLxudyoNFLYaaTenfADCqq4oKv5zcfwhuMJJ1fZQRfzXHb8WiaxhMfHOScOWM4f/7I2x/OCL68seArvnSa6bThsFmobPKZtzv61qlTeXl7DX96Zz8T8tP5yXPbue8ri1O6V54/FMFqUVgtiuc2VZnB1zu765hUkJFQGu1I0zQqGrwsGp9HemwLJX8oOmRjQm56dqsZeIG+Qg8wy2r9YWS+/rPlcMLx9RVN/Pnd/VgU3QZflz24lkOx34X4sSLRqMYzH1by2YVj+72dli8Y4cF393H2nDHc/aVF5vFjyvRrc9gsTC7M6PQ4h83CZxeO06/z+IldPv+Y2L6n++o8VDX7+NKy8f26XiGOBpL7FSllZL6yXHamxP4BN8oaFbH+r/f2NPDqRzUAPLNB38zYHQh1fCpqY8FXS1yT9r56D/XuAKfPKk7RO0ittITgK5yQ3VJKmaVHpcBl7/zrunhCHn+74jgAnvlQz6x8dDi1w099oQjFWU7OmFnMX94rZ9qPX+S5TVVc9ud1fO/JTUd8bIsvFMuOpJujQTzBnvX8pcLBpvbAf3x++8ypE6cV9vu5jZ6vjl7Zrs9J625Abps/ZAZeoGcajd+nN3bUcsMzW/jNK7v6fZ07qltp84e5eHFqGuCNfU9f3KoHoUZQJ8RoJsGXSKk2fxilIN1uZUqRHnwZ5bT4DaV/8cJH7KppY3OlPpai456G9e4Ae2OrI+Mft26/Prpi2eT81L2JFDKCLV9Ib7hP77B03/heZTi63rfSmP31UWykR6pX1/lCUdLsVj67UG+aDkc1czRBg/vIKyCNgHtCfrr53r2Boen7CkWiCf2Gp89sD+Cnj8nq9/PH9zU9eeXxvPy9U8hy2tgXW+1pBF9bKpuTrvpMNkfNaLo39os0xrj0x67Y6JbZpf1/z8kUxzJfL2w9jN2qOHbSyPxdFWIgSfAlUqrNHybTacNi0Vc43fzJ2dz8yTnm/efOHcOvLp5PRYOX21/agUXBxIL0hL6uSFTjlue2EQhHuXDRODyxuVigb3WT5bKZWbWRpr3nK5p0xaYx7qDjPKV42S47U4oyCMXmSd371l7ueWN3iq5YL1O57FZOn1VsbrxsaPKGjtiEXxErNU8syDDf61Blvuo7BIrHlOXyhaXjeTyWSewv49uQk2bnuCkFzCzJSpgd9tGhVlbtquMz97zHsltf7/R9i/8jw2AEbMZWVMZA2P7YUd1Gmt3K+BT1lDltVnPEzKIJeSNyJwohBpoEXyKlWv0hc59Cq0VxxclTKIsr72S57Jw7twTQSykTCzKYkJ8YfD29/iAvbq3mh+fOZPEEvWRhfDBVNnkZn5c+ZA3b/dVedtRXO6bbE4OZ4tiHdXf7Vs4uyU64fecAlKO64g/pWzm57FY2/ORsszn9/PkltPhCXY6geGd3Hdf8fSMQy3w5jZWeQ5P5MnoIjQUONoviV5ccwwkDUHIEKMtLY0y2k99/caF5rCgWTDttFnyhCF97aB2gz8O74uH1/OHNPea5Rwq+jFXEHQPIvthV08aMMZlYUrjBtRFWnjqjKGWvIcRIIsGXSKk2f5gsV2LgkOW0mdO/s112ctMdZr/N5MIMsly2hLLjql11jMtN41unTGFCbCXVw++XA3qz/kjeH84Yt2GsduxYdjRKNi77kbMF08dkpuYCk/CFImb/mcNm4deXHMN1Z83gc0v0Ruolv3jNHEdhZCgBfvXfHebXaQ6r2fPlHaLMlxF8nRcL/gd6q5sMp421Pz6L0+LKmYVZehk5vsRpeH1HLXe8vNO8nSz42nigiZ8+t40H39EHoTZ4gmYfWF/tq/MwtTi1Pz/NsUUN58wZk9LXEWKkkOBLpFSbP9Qp+FJKmceM/59RrPebTCrIINNpY0+tmyU/f5VAOMLqfQ0sn1qAUopTphfyyfmlPPjuPiJRjcomH2UjOPiyWy3YrQpvqPNqR9A3zwbwJ5l7Fm96cWr6dZLxBSNm0AgwtSiTa8+anjByoqLRw+q9Dcxf+TIHYn1eJdn6fydjqr/R8+UZop4vI/i64byZ/OOqEzhp+sBkvI6kOMuFUnDCtIKE4zedP9v8WtM0NlQ08qdYgHXfVxZz4ydmUZDh4O/rDvLw6oqEFZoHG/s+ZDcciVLbFmBcbmp/h7547HjsVsW0FAd5QowUEnyJlPEFI9S2BZIOqzQ+qI3m8Jw0/ZyyvDQynfrXDZ4g7+yqp9kb4oSp+oeVUopTZhTiD0U5+7er8AYjKZ1/NBjS7FY98xUId5rlZZQdPYEjZ4fiM1+lOS5sFnXE3itN04hG+7bnoD8USZqJy8tw8My3lwP6WISNB5sIhKO8+rG+krXeHWB6cSb/vfYUoL2PbagzX0VZzgGZ69UTXzthEnd/aRFfPHYCKz4xK+H4j8/Xb7sDYS6+dzVbYotPTptZzLdPndrlFlIHOmxc3Rv17iCR/8/eWcfJUZ9//D17e+4ucXcPISSEBAjBg1vxClDBWvgVaYtTWmgpUlqkSIHiboEEAiSEhIS4ey65y7m77Pz+eGZ2Zvd2T/c03/frda/ZnZmdnb273f3MI5/HpXf6eKqHzpvIjvtO7bXlAQpFoFHiS9FpnP7EMvbmVzaJfAHcvXAcseHB7mhDRpwVFYmy7f+eYUx5zDArUmB2ou3Nl66xjC6ca9gZRIQ4eXHFfrJLa5pEvlKMyFdL0aHBRjr2gXPGc/kxg2hw6e4ZjL743ZsbGHrHp+063+p6z8iXHTNSt2JPIWv2i2eWOYQ5v7yWCf1j3V/04e6C++6JfOWV1xIbHtxhn6y2MCQpkjMmZhDidHDt3GHu9SFOB4nGLE/vLkdT6KbFeP6fBxtWFoeK2y++so3RVOld8B7qzJoyhaK3oUxWFZ2GKY7KfNSuDEqMZMNdC9z3f338cOIiglk4KYMXvtvvXv/JpsMMTYokPdZKi3inLjrb0b2zsQsu704wM/Llbb3hTYjTwf6HTgfg5ZUHAEn5+usse9cQte3BLLj3hVmj9sy31nDmlXsLqaprIK+8xi3OwGoiqGrhtXUW2SXVbtHfXSyclOGOapqzPE1LFW9M0XrU4HhW7y+mvlEnOtTpnv3pi63ZZZz2+DKW/PY4hvtITZvGrWZKWKFQdA0q8qXodGobWvadCg8J4udzhuIMcnhEvgBmDvOsj4mxpTH3PHhas47qvQGXLT1Y6xWtSo5uexF4jPH7K/MzsNw+oLmxHanH5iJf3lGkxMgQ6hpcfLYph/pGnVTb6zGP0V3djlkl1fSL696o6eOXTOE/Vx0FWAX/17z8o899zfE+5nie0yek0z8hwsMo1pu3fjwIwGebcnxuN7snM7r596BQHGmoyJeiUzDn/41Oi+av509s02NDnZ7XBL5GvTxz+TTiIkII6gOpDLs1g3cKKdQZxA0nDGfuqNa36JvitMxHF1xFbQPzHv7afb+mvpHINgwkdxnpzJa6L00m9I9l5d5C7nxfhkLbI18Oh0ZESFC31XxllVRzdA8y5zUjX34FsSHSQ4IcrL5zPtFhTq5/bR0HCis9dnO5dHblVTAqLdodVSv3E13MKa0mLNjhrrlUKBRdg4p8KToF03/o6tmD21wQ751imzKwqfhaMC6t17rae2NGqMZlxPD7U0Y32f7bBaOYNqj1r9WssfMeQA6wI6eM6vpGtzlqdX3bok7mMZszfTVZOCmDP5w+luvmDnPXn3kPXY4IcXZLzVdZjYw56u60ox1zmgHAxrsXNNk+Jl283Mb3iyU5OpSw4CCSokKb+Kq9s/YQJ//jW77Zmc+OXElh7sr1PXJqb35lr/bJUyh6KyrypegUCoyi4fakzSZ7DRsenNi704qt5cWrZ7Tr9+WN2V3qy/9pd558GV81ezBPfLXb7cfVWjZlSQfeaC9TVztXzRrMkm25PG4Mab5p/kiunjWEnLIaRqV51h1FhAR1S81XtjHMvSd5xNlTtjFhwcwZkcQEWz3jqRPS+fym4zx+hwmRwRRX1eNy6e6C9t1GzdgbqzPZkVMGwK4833Vkm7NLmTWs8y02FAqFJ0p8KToFs42/PcaVE/vHsfP+U/ls82FKquqPmKtyc+B4R2ku8rUrt4KwYIe7aaGmjZGvDYdKAJg0wP9w5LsXjuPuheM81sVGBBMb0TS1FRES1C2RL7f46kGRL4C7zxzLSKOb9+WfNR1z5C1e4yNCaHTplNc0uH+/+WXy3vt0Uw4hQQ7mj0llybZc6htdHvMm88pryC2r7fUNKwpFb0SJL0XAcbl0Dw+l9hDidHDW5H6BPK0ey78vm8q6zJKAiUxLfDWNfO3Kq2BYcpS707A5OwpfrMssYWhyZMBqhCJDnd1S82VGAAcn9qyZoFfNHtKm/c06saKqOrf42ltQSbzROTx/bCp78ipYsi2Xsup6d9E+wIaDEsWcoMSXQtHlKPGlCChFlXVMvW+x23Xe9C5S+OeU8emcMj49YMeLDHHi0JpGvlwunS3ZpRw3ItltFdFczVdeWQ3J0aEeojCzqJIRAXQpjwgJ8hmh62y2ZJeRERtGfGRgoo3dRXyEIb4q6xiSFImu6+zNr+DMSRncc9Z4wIpCl9U0uMXXB+uz+NMHW0iODlXiS6HoBlTBvSKg/G+VeEwdKq5mcGKEe2ixoutwODRiw4MprvIsxN6SXUZBRR3Hjkhydyv6E1+ZhVXMePBL94gbk7LqBuLCAydYIkOcba47CwRbsssYm9H7RYdZpL/hYAl//2IH+eW1lNU0MCTJiuiZUUpzVmRdg4ub3lhPaXU99y4c59ezTaFQdB4q8qUIKO+stcw7pw/uG92IvZGEyBCKKz3Tjkt35KFpMHdkMjmG15c/4VNkCLfnl+/nmuMsJ/YyH7M6O0JEaBCVXZx2rK5rZG9+BadNCFy0sbswI1/3frwVgBhDaNlrw7zF146ccnQdnrhkCqf2gd+BQtEbUWEJRcAorKhlX4HlOWS/+lZ0LQmRIU0sCDZnlTIsOYrEqFC3wam/gvtaY32OzZC1vtFFVV2j+ws+EIjPV9dGvg4UVeLSCWj6tLtI8EqbLt4qczRHpVriy/x7mZMmzKYJ765ihULRdSjxpQgYazPlQ/2RCyYxdWAcF0zr381ndOQSHxHSJO2YVVLtrsVrqearyrbeLNyvMGqzYgIY+YoMcbY4NDzQmJ2OPcnjq714zwJdta+I+Ihgj0YXe+RL13WW7conPiLY/b+gUCi6HiW+jmAqahv4fk9hwI63LrOY4CCNMyam8+6vZruHQiu6noTIEAorm4ov01rBjHz5Szva1x8sErFiOuZHhwUy8uWktsHFA59s5cKnvyevvAZdb/vIo7aQXSLRvJ5mM9EeNE1jXEYMl88cRFyElXK0N0nYxdfnW3L4fEsul88cdMRYuCgUPZEWxZemaWmapj2nadpqP9vnaZq2XtO0r42fW23b5mua9pSmaXdrmnZXIE9c0XGu/99aLnl2ZZP0VHvJKqkmPTa81aNnFJ1HfGQIxZV1biFTWdtASVW921S0pYJ7eyowp8wQX9VG5CuAaUfTKf/ZZfv4YV8RMx74kqe/3dvCozpGdkk1TocWEEPbnsAnN8zhvrPH09gof2tv09RQp4OQIAdlNfWsyywhxOngxvkju+NUFQqFQWsiX8cCHwDNXSbdpOv6POPnYQBN0yKAfwM367p+NzBR07QTO3rCisDxzc58AA4WVbWwZ+soqKgNmFGoomMkRobQ4NLdM/2yvExFQ50ONM1/zZddlJmRIjP9GMi0Y0RI02O9vy7Lx57tx+XSqW+0/MwOl9aQGhPWJ+aC2jFF8SUzBnqs1zSNmPBgyqrrySyqYkB8eJ977QpFb6NF8aXr+tuA78FgFpdrmnaLpmn3apo2wFh3DHBA1/Va4/53wOntP1VFoDHn997/yVZ+PFDc4eMVlNe1y9FeEXjMLrhiI6q5dHseYIkvTdMIDw7yL75sHYg5pSK+zLRjoAvuvWnwN1i6DeSV17hru37z2lpmPLAEl3Fce/q1L/HST2fw4tVH+YzoxYQ7KTXE18CEI2Ncl0LRkwlEzddW4D5d1x8B3gAWa5rmAFLwFG1lxjpFD6DM5n6+en8xFz/zfYePWVBRS1IfSeX0dswuuMLKOg4VV/Hnz7YDnh2o4cFBLaYdU2NCyS71TDsG1GrCh/g6WFRFQ2PbnPe9uen19cx66CsWb83l0005FFfV84XRCXi4tJr0uL5Xjzg8JYp5o3x/xMaGB4v4KlTiS6HoCXRYfOm6nqfr+n7j9hYgDhgA5AH2QWQxxjqfaJp2jaZpazRNW5Ofn9/R01K0wAvL93vcD3N2rE6rodFFUZWKfPUUzL9D3Ld3EfHWJYD4OtnHywQHOXhlZSYb9xyCvG3Wgze8wcQDLxHqdNAvLrxTI1+RoU2FXG2Di/2FHUuFbzwko3O+2JLjTrF9v6cAl0snp7SmT3Q6toW0mDA2Z5VRXtvAACW+FIpup13iS9O0SE3Tko3bt2malmDcTgBCgFzge2CQpmnmp/1s4BN/x9R1/Rld16fruj49OTm5PaelaCX1jS6eXLqL0yakudcNTW6/J1dtQyOXPLsSXYdkVfPVIxiVFk14cBBDd79EQvbXQFNfJ9PDq+71K+CpmdBoREPfu4YTDj5JREgQ6XHhHHaLrwY0DaJ81Gm1F9PywqHBa7+YyV/PmwhYNWrtodGluyN6K/YU0mikGyvrGimoqKW+UScjtu9FvppjXEaM22RVRb4Uiu6nNd2Oc4HLgXRN0/6gaVo4cBVwn7HLfuAxTdNuBx4DLtd1vUbX9Srgl8DjmqbdD2zUdf3LTngNPQpd1/nxQFGnt8t3hMMlNdQ36swbmcL8MZKmaHDpFFfWkdmOiMOOnHJW75eaMRX56hmEOB1MHxzvvu/QXKR5CY40wwpkUt16WVGe41EDlhFcSXpMGIdLq9F1nbLqeqJDnTgCWKxt2iD8+vjhHDMskVnDEwE43AHxVVhR6xZcdhFXVdfgvn+kRb7G2UYpHT0ksRvPRKFQQCvGC+m6/g3wjdfqf9q2vw687uexi4HFHTnB3sb767O4+Y0NPH7JFBZOyuju0/HJoWIRWP0TwnnuyqO4+Y31rN5fxBlPLCerpJr9D7WtL8KeIoqLUJGvnsLRQxLgoNweEdVAcJDntdaim+bw1fY8aj4IIZhqinL2M/XFjew3NNrIoGzS4yZTU++itLqe3LKagHu3DUuOYslv5zLMiLymxoTh0Cwj1PZgRuomDYhjw0Ex/k2PDaOittG9LT32CBNf/WLct2MjApc2VigU7UOZrAaYvfkyXmdPXkU3n4knuq7z6qoDZJVUc9AQXwPiJf1gFuOaUYHiNvp+7c23XuuwFDVSqKeQZhMYo6ObRjTjIkIYmRpNDfJl/PXqdR7bR2hZpBvRshn3fopz67ukdUJDxfCUKLfhZ3CQg5ToMLJLa1p4lH9MgXXUIIn8hQQ5GJIUSVVtg1vU9cVux+ZIiQ7jgmn9+c+V07v7VBQKBUp8BRzzS6QnpB1X7C7ghEe+ZumOPFbsKeTO9zZz94dbOFRcjUPDnYaKCQ+mvMayFtiR27yzyLrMYpbtspoi9hVU0j8+nH1/Po2U6COrlqYnE2/TScMifKeT4yNDqEWilbt37SDO9phBZJMWG8YALZc/Bz/LEyFPMsu5zedxAkl6XFi7I19FlXVc98qPACycnMHQpEheu2YmkaFOKusayS6pISIkiJjwwNWt9RYevmASJ45J7e7TUCgUtCLtqGgbZjVM90sv+MP7m9lbUMnVL1jDCarrGjlULE70Zhoq1qt77ccDxRw9JMHv+JE/f7ad/QWVrLrjRDRNY29+JUOSItW4kh5GYpAluAYG+47EJkSEUILYOqRpRTx0an9YJNtiqCQjNpxloTe7988IrfV1mICSERfO5qzSdj328y057tsT+sXy1S3zAIgMCWJXbjm5ZTWM9hq/o1C0m4JdkDAMHCqOoWgb6j8mwJgFy1V+ZuZ1JXnl1hel6c2UVVLNgcJKBiRYaRdv8fXw5zv4cEO2z2Pqus6OnHLyymtZtDmHUx9bxqasUib1j/O5v6L7iNcq3bdTg3yLmfBgB/GGHd+4qArGxFn/t5FaLcmRntdn6UFlnXCmnkzsF8uBwirWZrbd+HdLdinBQRo/3Hmih8CKCHXS4NIpqqzjL0ZHpULRIcqy4cnp8NEN3X0mil6IEl8BpqRK2rnbWjcVaOoaXFTUNnDDiSP4709nsOFPC7jhxBEcKKxkS3YZw1Oi3Pvaxdc/LpoMwKLNOU2OCSLozJb1O9/fzLbD8mV89pR+nfVSFO0kVrPSx0m6HyFTX0WYJn/PMTXria+05iqGU0NQZa7H7kl64Aax++OymYNIiAzh+eX72vzYLdllTBkY3yT9HWlYWjgdmsf/vkLRbgr3yHLdy1Db0hAYhcITJb4CjClMiqu6V3yVVMvzJ0eFcNzIZBwOjREpUbh0MbEckWL539pn9Z09pR8XHzWA5bsKPObhmezIsT5kzIHcZ03OUF9oPZBol/W3imvwY1xcVQTAMw2nE6LXEL3kVgDK9XAiqIHSQx67R9X59UkOGJGhTib0i2V/YWXLOxvouk6jS2f74XLGZcQ02W7OkIyPDFEpR0XHaGyA4gNQetBal7u1+85H0StR4ivAmKKnuKq+hT07+TyM54+PtKwfZgxJcN8eYRNLpsv46RPTAZg5NJHy2gZ356adzdmSvhqdJuJtzogkHrt4SoDPXhEIgmrlb5XpSiaq5rDvnapFfK1xjSRz8IVoxv1sPZEoR63nFwyQQlHnnbCNjLgwDpe0ruPxu90FjLvrc77dlU91fSPDkpteCESGSuQrPLhjkxwUCr75Czw2ETJtI9mK2x6lVRzZKPEVYEqN+XfdHfkyo1LxNt+tVJtH0/BU6wtqXEYMj140iUfOnwRAouFSb5//aLJkay7j+8VwomHO6uuLTtFDKMsCYJM+hNCKrKbbK/IgZxMABXosFdN/7d6UqacQQa0V+brtIIxZiFbmuxYw0GTEhlNYWed38Ledt388RFVdI796ZS2Az8HSZuRLiS9Fh9m/TJbbP4HwBECDIiW+FG1Dia8AU2qIru6u+SoxziPOy1Dx1Z8fzUXTB5Bsc6LXNI1zpvR3j3qJDpPHlHuJr9yyGtZmlnDy2DSmDhQPJfugZkUPY98ytrsGsMM1EEdlLjR4dSo+dQx88Gsq9HA260NIyhgCdxzm2NrHKNRjCHVVi/gKi4WwGIjJgPJc388VYNINH67DrfD7Wm8YqZojhXyJLzPyFRasPvIUHSTCmBBQVQiJwyC2v4p8KdqMspoIMGbNV1lNA7UNjYR2cGB1ezHTnvFejvOzhycxe3hSs481OyPt3l8AL63Yj6bBmZMySIkJ5byp/Zk/VvkG9UjqqyFzJctdJ5ClG3/v0kPyZWFSVQBAbsRw6mqDSYkOhSAHh/RkqgjDUV8lj4kdIPuHx0NtKbgawdG5/9cZcRKlPVxS3azAzyurYV9BJUOTI91p8mQfI67MyFd3vR8VfYgqW+o9dgAEh0PRXv/7KxQ+UJeBAaSuwUVlXaP7y+JQcftHpHQUM+3pLb5agym+ymziq7qukZe/P8Bp49MZnBRJRIiTv1046YhzCu815GyGxlpGHn0KM6ZIOpl1L3vuEy01fgOueJqVt5+I0/B9e+Hqozhm9ACoq5Sar9j+sn+YYSdS0z4PrraQYbjzt+R0b462On5Uinudr8hXcJAU2YeFKPGlaAU5m+FvY2DjW023lRmp+PghMOt6iB8sBfgKRRtQ4iuAmHVWZkpuxZ5Czv7nd+wraH3XVltozkW/pKqeUKfDnUpsCzE+0o5fbM2hvLaBy2YOavuJKrqeCkkPHjdtMhedtkDWLX8USjKtfeqrYMa1hKSP8xi6ffyoFMYMSge9UdrpTfEVboiv6rb7b7UV83xySpu/gDHnlM4cag2LDvNR11VTL527YU71kadoBbu+gPJsePfnnpEulwvKDsOxN8ON66HfVIhKkyiyq/u9HRW9B/VJFEAKKqSmZvpgEV9/XbSd9QdLWL0/8B1iK/cWMv3+Jbz+Q6bP7XllNSREtm/IdajTQXCQ5k47ltfU8/Q3e+kXFy7DmhU9n0rDWiIyGSKT4LJ35L7pTQRQVwUhEb4fH2I0UjRUQ4zh4RYu/9dUlwT+fL0ICw4iOsxJQUXztZMHi0SczRjc/P/l2HSxnzh/Wv/AnKCib3N4vXV7/atiL1FyUN5XrnrrPQEQlQK6S2rAFIpWosRXAMk3xNfI1CiiQp1u8dLeOXX+cLl0/vj+Zgor67jt3U18stHTRqDRpbNqXxFTBrbPLplvxgAAIABJREFUdV7TNKLDgt2Rr5dW7GdbThn3LByHw6E8knoFlVLPRWSyLJNHy7J4vywb6uRLJNhPPVWwTZSZNV/utGPnR75AarfM95Q3eWU1PLdsL5lFVaTGhBLr1VjizeCkSPY/dDoLxqV1xqkq+gLF++H9X0lkK3sdjDsH0ibCF3+A+xLhH+Mhb4vsGzfQelyUkfKu6JpmFEXfQImvAFJgjPNJigplUGIETodGVKiz1X5FreVQcTW78ir40xljGZUazbPLrGLP/PJaht3xKYdLa5gzIrndzxEdZhOPpTUkRISo4vreRGWedCk6jehndDoEhVjiq95IhfuNfNlEWZO0Y+dHvgCSokPJL/ctvh76bDv3f7KNd9YeYkC8vIYZQxK4ZMZAn/srFC2ya7FEuf4+WtLz/abDpW9D2gRrn20fydK+LtIUX51vQKzoO6huxwBipkiSokK5evYQymvqeX99Ntkt1K20lW05MtJn6qB4th4u47vdBe5tWw9bs/fmjuyY+CozOjdLquqaWFYoejiV+VbUC6Q7MW6gJb7qjKHbIX4iX/b15lW+O+3YdZEv83/dm4hQq65rYIKIrzevPaZLzkvRR6nyKg+ZdLGk7M99Fp6aKeu2fgARSe5mFcAW+VLiS9F6VOQrgBRU1BIeHERkqJPzp/Xn6tlDyIgNI7ukmsKKWkb94TO+39O+uoDDpdVuG4vth8vRNElvpsZIdMDlkuL7ffkVAHz5u7lkdKATMSYs2B35Kqqsa1fXpKIbqci3rshN4gdbfkT1hvjyl3a0i6+YDFm6045dFPmKCvEb+QqzWUacM1XNFVUEgIpc8fCa/lOYf48IL4CUMfB/xvumqhDSJ4J9RJUpvirz5MJk5b8kbalQNIMSXwGksKKWpGhPkZIRF052SQ2r9xdT2+Di6W/3+Hl0UxpdOn//YgfPLdvLMX/+ivs+lvlh23PKGJwodg8p0WE0uHRue3cjBRW17CuoJDrUydAOmp/a044lVfUeY4oUvYDKfOvLwyR1vMygqy6BOhHpftOOwYZwD4+3vmicIVIL1kVpx+ToUMprGjhcWs1pjy3jow2Wu775v3nq+DSObcG3TqFoFRW5csFyxqNw7E2e28yoL0D/ozy3hUSBM1wiXx/eAItugy/+2Pnnq+jVKPEVQAoq6kjyMnhMjw2jur6RPUZEqqa+kXOf+o67P9zS4vF25JTz+Fe7uf+TbYA4eVfXNfLd7gImD5AoRGqMPN+baw5xzX/XsLegksFJkR0eHhwdFkxZTT1//mwb23PKiVdpx95FZZ51RW4yZqEU2e/41Eo7BvsRX6aL92yvL6GwuK6r+TLeSze+tp6th8t4b52MSDpcWk1eeQ3DU6L412XT1KBsRWCo8PGeMbH/j02+tOm2qBQ4tAa2f2wcSxXfK5pH1XwFiNKqetZmFnPGxHSP9aYJ6Yo9Upe1cq/UFazNLOHcqf2Y2N9/R2JFrWVyGuTQKK2u54P1WZTVNLgLi1Ns8xrXZsqX4pmTMjr8ehIjQzhcWsPT30gxv0o7diKNDUbnYYAMa12NIpAiEj3X95sKMf1h5yKYcrmsC/EzmzN+MPx2O0R7dQdGJFg2Fp2MKb5+MKxaKmsb+PFAMef9awUAU9vZzatQ+KQiFwYc7X/7gvuhPAfifXgd9j8KNr8NWhCMPBUOruy881T0CVTkK0C8sSaTqrpGrpo1xGN9ult8WbVeE/vHArBqb/P+X2aN16DECK45bij55bX8Z/k+RqdFc5ThJZZic/OeOTSBpKgQrprVcSPU0enRHvfjlPjqPN64FB4IoAVCdQmgG0N/bWga9J8O2evFvR78px0BYtI9r/hBuryy1ojZZHvRddj2MWx8E0p9DPw2iI/0jLYeKKziH0t2uu+bM0gVig6j681HvkDc7E9+wPe2KZfJcswZkDFFar8a633vq1CgIl8BY9XeIoanRDE2I8ZjvTmjzm5GP29kMpuzSt3iyh9mt+FLV8/gxwPSYbYrr4IHz5ngTrXYR6m88rOj0YHgoI5r6nEZsR73EyLVF12nsXORLJszPW0LZjeivU7FJH0ibH0fyoz6KX9pR38MngMbXoP8bZA6rn3nd2CFCE6A/jPg54t97hYb7in4c8pqqGmwXMRjwtX/pCJA1JaLoXBUO+10hsyFebfDhAtg79eyrrJALmAUCh+oyFeA2JRVysR+sU3WJ0U2nTM3IjWamPDglsWXYXIaGx5M/3iJoEWHOTl7ipVWDHUG8cczxvLJDcfiDHIERHgBTQr2Q9RYls5n0W2S1ugopviK8OH6nm7MeVz7kiz9WU34Y/Cxsjywon3nBpC7WZYJw5qtjYm1iSvz/7GkynrPmDNIFYoO454I0c7mDYcD5t0mg+vd3Y/GMV2NsPa/MuxeoTBQ36gBILeshrzyWsb7EF92R/hbFoxkUGIEc0YkEetHfD2/fB+bs2Rwsbk9OszJwESJUFwwbQARIZ5fOj87dkiTSFVHcQY5mD7IipxEhqgvuk7DtHtY+xIsuafp9q/uh8w21JBUG+lsX5GvjKlSl5K/Xe63VXyZhquVBc3v1xy5WyQlOuwEqPXt4wWe4muGbazVsGQ556hQ9T+pCBCmfYqv90xbMf31TPG1/n/w4fXwwzMdP7aiz6DEVwDYki1iaUL/5gXQz44dyje3Hk9cRIhP8VVaVc+9H2/lX9+IHUVZdQNRoU6cQQ7SY8N59orp/HbByM55ET54+5ez2PvgaTx/1XROUu72nUeUzQw1zDNtTX01fPswbHmv9cdrLu0YkQC/+t6672xjkb8jSFKVplVFe8jbBilj5bXWlHnm5G3Yo63TbBcC0weJEKtv7EDdmUJhp7n3TFvxFl/7l8vS1eB7f8URiRJf7WRrdhmX/2cVJVV1HCqWcPKgRN/1M/edNY6rZg0mPMQyhvQlvrYcFhG3ck8hLpdOaXU9MbbUykljU7v8at/h0DhhdKpq5+9M7MXrWpDnNrM2q6a05eNsfEv2r2om8gWQPMq67WjHR0BIlNTI2NF1EYn7v2v+sbou4it1LITGgN5oGb76IJoqRmuZxIQH8+hFkxibHuNuBqmua/T7OIXCLzs+g2dPgD1LrXWmfUpYADpoTfFVYZiuZhop+hr/UV439YEdRafouai4fTt5+8dDLNtVwBNf7cYZpBES5PBZ3wVw+TGDm6yLCQ8myxBtJVV1RIcFszVb3pyFlXXsyC2nrKZeFRUfCdSVywDfnI1Q6yWySjJl2ZL4KsuGd38OqROM1KAmsx398bMlkPVj+843NKpp5GvD65IeTRoFv/nB/2NLD8rrTRljrasp85v+/G/IQ0xx7GZl2AWcPC6Nc6b05+ONIkgDVd+oOIJwuWDJ3ZJ2//gmuHGDrA9k5Cs0Wi4sSg/C+7+WQd3QsvdX5ip4fgFc9YlVW6nosyjx1U5qja6rN1cfZGxGDGmxYR71XS1hRr5q6huZfO9iLps5kIoaSTNW1Dbw3e4CyqqV+OoSNrwB5Yebulp3BbouUaQRJ0FDbdOIUukhWbYkvrLWyjJ3k/yApAj9MeAo+WkPIVFQaxNfjfUivMCysPBHnhgGkzLWem21ZYDvrrApjt0AxAVZY4ZOGZfGjSeO4Kezh/h8jELhl0OrRXglj5GO3cpCiEy01XwFIPKlaVJ4n70eDq+HGdeI71dL4mvTW7Jc94qn+MpcKbMkffmLKXot6tKxnRwsriY6zEm9y8WqfUVuS4nWYoovM2X5yspMVu4t4riRSQxJimTFnkJKq+s9io4VncR718CSu2DT213/3A01UgsSEmXVQNlptfhqZxSrPYRGe0a+tn0EZYdg4DGyNK/0vdn9JfzvQrmdMsaKzLUipRrnsESdM8jBzSeNJFZNXVC0lWzjImXO74z7xgzG6hKpZXT6zl60mcQRcOgHaKyDUaeKhcWepZ6pTm/MDuINr8F3j8ltlwuePxkemxiY81L0GJT4agPbc8q4/d2N1NQ3crCoiuNGJHPaBLliT4tpu/hqcOms3m8ZreaU1TBvZAqzhiWyam8hRZV1xCgjyc4nxDCU/f7Jrn9uM9Jlpiq8u/9KD8qyJ4mvECPtqOuw8t/w1X1yZX7crbL976MljVNXJVFFs6bt20esY4TFyuuFVtXCROs2sedywQ/PthxlUyi8ObwBotJg5AK5b4qx6pLA1HuZJI2QZXAkDJxp+Ifp8PLZlsiqr4b/nAyvXQLv/wrytsDYs2XbNw9DQx2U7LeOeXesROoUfYIW046apqUB9wOTdF1vkqfQNO0qYCawB5gKPKHr+gpj20rArCBs1HX9xACdd7fwwvL9vLHmIK/9IF+IC8alMjY9hnfXZpFT1rZCSVNU3f7uJo/1c0clExXm5NVVmVTWNTLYTxG/IkBUFUkNUuwAuQrO2+ZZj9TZuMVXjES+zBovk9aIr/oaOLjKuj/sRDjp3sCep52QSEk7Zn4Pi34v66ZcJqmS+MFQvB8Kdkl658PrJZUz8mQrqnD0dbI0Ozu969x8EN5gS8fu+BQ+vUWex5/juELhja5LKjB9koj/xBGw7UPQHFBVGJh6L5NoI40++FgICpbjm7xwqrxfcjZLWtLOwsdh4kXw+iVSqO89RzVnIww7PnDnqeg2WhP5Ohb4APBX0NQPuEnX9YeBfwBP27Yt0nV9nvHTq4UXQHW9Z3dV/7hw5o5MxunQuLqN9SdJUZ7u3e/+ahbPXjGd1Jgwjhma6J7qMmt4O03/FK2jSGZXcvS1ssxe73/fzsAtvqIk+tUk8mWri3L56O7TdVj9nKQv0ybIun5TIW18552zWXBvpkYAJv1ExNVP3pT7e7+2nL43viHLkgMw7hw49S/GcVof+XLUlkp68/lTrA7QZjzCFAoPXI3w9tVS5zXoGFnXbyrkbJLI7c7PAlPvZTLqVBh1GpzxqNwff54sr/1WlutesYTX7Vlw6l/hvP+IKBw6D4JCJU2fs0k6oM3GgIJdgTtHRbfSYuRL1/W3NU2b18x2+6WnA7C3QU3QNO33QDiwWtf1T9p7oj2B/YWVzBqWyPNXHcWHG7I5ZXwaMWHB7H7wtDYf68QxqTx/1XR++uIaAKYOtK664iNDGJsew4HCKia14B2m6CCm+Bo0W5blfuqVOosmaUdbhMflEvEVFAqNtSI2vK/OVz8HX9wpV+8n3QsvnyODfTuTkGgpHt65CObdITPvzLFIcTLwnaW2j4Xtn8gVfMlBGLPQWu+OfLVCRNWUSBQNIHG4LIPbaBCrODKoq4SV/4KpV1oeemueF6+8ebfDMb+RdRlTrQsDCGzaMTIJLnnNuj/ubBhbIsX4GVOtdCfIxYx58QfyXkoeJWbEjiBIHg1xg+R9V2DNNqWxQbYrG6BeScC6HTUxgroR+K1t9V90Xf9B07Qg4FtN08p1Xf82UM/Zlei6zr6CSs6e3I+w4CAunD6gQ8cLMvyzAEJ8tMz/3ymjyS+vxana6TuX4gOyTBkLobH+x/voOhxaI6NDAtl1ZBdfYbHiedVYL6mKynwp2E2fJLUqNaWe4qu+BpY+KPUk5z8vKY4/FbfPu6sthEbJUguCGb/wnEcZ7GXaGpUqQm3Z38BV7/m7C4kS0egv8mUfx2L3D9u/TJbNdXMqjlzeugp2fSHdwyfcKevytsl7Z95t1n5mpNgkoZO7Z02RZL5/xp0Ds/10WKeMlf9z3SVzIzVN6sgKd0k07I3LJO0+6RI459+de96KTiEgn9KG8HoYeFHXdbd9tq7rPxjLRmAZ4DdZrWnaNZqmrdE0bU1+fn4gTitg6LrOuf9aQXlNg18j1fay/PfHs+z3TX8tc0cmc/60/gF9LoUPqovkijI4TIbg+ot8ffMX+M98+PjmwD6/Kb5Coq00nLnOTDmmGl8Sn9ziachasEPO/5SHrNb0zhZeIKIJILaf7/mRdmbfJN5fKx6X+3E28aVpvpsMTOz1LqZLOMiXDrTOeFZxZFFTBruXyO3DG6z11UUQ4VXCMWgWXPYO/LEAbtkN832M9uoMBs+R5bG/hYzJvvdJGQ1lWfJ5lG50OiaPkte09r/We2DDa74fr+jxtOuTWtO0SE3Tko3bQcBjwEe6ri/SNO08Y/1oTdN+ZnvYCGC3v2Pquv6MruvTdV2fnpyc7G+3bmHjoVLWZcoXwdRBASzKBPrHR5Daxk5JRQCpKrKiSdFpTcVX1lqJeH1niIeiPQF+fmNGYmSiRL/AEhVmsb3ZALB7sWeBrln/YXes7wrMK/dYP9HfATNlefNWKa6/4gNYcL+kJwfN8tzXl72GiWl8CWJhoQVBjO2CpKak6WMURy4VefDuNRItiuknnl7m6KqqwqYXCpoGw+dLlDkqGYK6yPZyzu+k9iu9GfuIlLHWbTNCN+1qeU/88IxElMPiIHZgy89XW66c83sgLYovTdPmApcD6Zqm/UHTtHDgKuA+Y5eHgbOBezRN+xopugcoA87QNO2PmqY9DBwEepVM13WdVXsLeerr3QQ5NFbfOd+jNkvRB6guhghTfKXLB/a3D1vbnz0enjsR6iulLizQ0ZaKXKnpCouz+V4ZoiJvqyyHzrP23/OldbtgF6BBwrDAnlOLGOkTf+Lr8vfg//ZJZMzhkIjirOtFgHmnJUNjm4l8FXnejx8EA2bYtivxpbDx/ZNSOA9wzK/l/2eVkZKrKoKIxO47NzuOICklaI5Bs6TWKzTW2nfg0TDdiGdM/glMvUJKE/zMRnXz5/7w3PyOn7cioLSm4P4b4Buv1f+0bf8tnnVe5vps4JyOnmB38uGGbG58XSINCydlkBwdIAM+Rc+h2hb5MoXBV/dLSsBeUzR4jvwc+E78d5whTY/VHspz5SpW0wwvIKAiHwr3SJ3U0OMhdZzUcj0zV4rX59wi+xfukgL34C6OnJqiyF/tW0iEZx1Yc4TF+Be05mBiZzg0VIvIPPUvknLJXqvSjkcyhXvkPZAw1FpnGqZOvhSm/1TqBBfdBmgivvyl+HoiodHwq5VSt2Z/f5/2iFyMDTtBmggaqqXBwIxGe2OWKeRugq//Ajs+gWu+ab5IX9fh64dk/urYswL1ihReqGpuP+i6zr++3kN8RDAf/mY2j13ci964Ct/ougirQlvqsLoYwo10hP2DvHCPFL6bzP29FNuDJQoCQUWudVxzWZErnU6uBjjpHvmgdDjgqJ/JF8y6V2S/gp2QNDJw59Japl0Nky+zusY6QmgzaUez+WGOcW0XlSq/o2uWwsSLxfOopUHeit5PZaEV3dF1MRR+Yio8PsXap6EODq6WNPfZT8mF1IX/hdFniBddebb1Pu8taFrTCyuHA8YuFLFlDvBu7vOoPNu6/fWDUjPm7SXozdb34ZuH4KMb23feilahxJcPSqrqWLojj+055fzmhBFM7B+Hptp5ez9FeyWl+PbV1jp7zdfR18FFr8rtwxssY8TT/wZD5niKo5aor4YfX5R28C/vFUNFO7ouH257l0qtGdgiX7m2WjBb/ePUKyXStedLuaIt3GM5aXclEQlw9j8tq4iOEBbj32S1LFtSssfdCue/AMffbnuckaJ98TQozer4eSh6JlVF8PBQeP+Xcn/zO/DsCdb28hzY+CZ8frtEgYbZ7CSDnNIFrBkR7J6SdgwUbvFV4H8fszDfTkvTMLZ+KEvz80jRKSjx5YNr/vuj239rXEYAvmAUPQNTTJkRLZdL6qvMQtygYBh5CjjDIGuN9aFmfmibH0atiXx997iIq/9dIOnDb//quX3XYhFnYIm64DARFRW51rnavzA0DeKHiF9WWZbYUnSH+AokLUW+otPkdY8/F2JtxfZBtrFb3TEWqjVUF6tC545SvE+WG16D/J1is2Dn3V/Iz+rnYMa1MqDejjNUag+hD4ovo3tzx6e+DZjBEl9nPg7XLZeLmW0fwasX+BZmYF1clh6CXUtarilTtAslvnywNtPqshqVGt2NZ6IIKKYzutMI5deWSmeUPR0R5JR6ik1vW/ubLeptiXyZkas9X8ky1PZ/lLkS3rzCuh9sq48yfbEqC8V+wnvQb9wA6YIsNDodE3u5+AozjGUPfA8b3/LcVn4YYjJ8P87ux3Z4oyy/+KPMfOxqGupgxRNSn2PnL4PF9FbRfuxD2nd8CrleEeR9NtvI4271Xctk2psEIlLbkzAjX8v/Do+MhK9sxsb5O+QzpGifRP4m/0S6JvtPhy3vig/aOz/3fVzzvVVXAa+eJ077ioCjxJcP7NYP8ZEBKqxWdD+mmAoOl7op84va2zX+6GtFPH16i9w3rzAj2yC+yrI971fZOvc2vS3F/Cf/We67GqxtUalShF9VIPYT3sQOlOc3IwB9IfKlN8ILp8C7P4cH0mGH0bFWlm2lZL05/g6Y+SuYcCEUGg42Kx63/ma+KM3qnKv4tS/BF3+AlU9Z68zoauaKwD/fkYT5PopOl1qkrLUyyurSd6x9Bh4jY3yi/FgUDThalo5g39t7K5E237KqAlhvlEzU18A/Z0i6NvN7mbdqRoon/8R6zKHV8lnjTUWeZ7mD2cigCChKfHmh6zql1fLBOTBBDbXuU9iLTz/4tTUCx9v/Z8hcmHK5zCIEK11hpgU3vQP/u9hTUHljn8GWMcUzVXlotcyVO/paOOk+KeY3cUe+CpqaQoJEvkDSlqExvb8uwzsaUV8Fi+8SkVSeA9F+Il+Jw+CUP4sZZUWOZUjrj5xN8OhYK9UbSOqMiWpmlKaysHUCXdEy5dkimub8TkRAdRGMOVPeUyYXvCjdjf6Ydxuc84yUFPQlnKFw3XdwZw4cf6eUItRVWjNVQbqz7fYs484V0+YZ18h9+5gjkMfXlUO/ada6gys77SUcySjx5UVJVT0VtQ3cPH8ki26a092nowgk5pdjoZfXr7dflaZ5ul3b05KRKTKcd+dn8EkThxWhukSK+6ddJXUWiSMs8VWRL0ap/aZL9Gv2DZ7iL36wdCPtXep5Zet9rvuXSct5b28ECfWRCqqvEhuJ+krxCGsOc87jri+sdfYpACZmfcvOz9t1ms1i+o1V5kmNzMNDxQYArGJvRfsoOyzRzxm/gKs+gV8shdGnyXtm9BkyjNpfdNQkKBgmXdQ10x+6mrTxEsk3I+CFe8ROIjTGem/ZxVdIBPxyOcy/W0Z7ZXmJLzPlmG7r7j+4WtV9dQJ98L+x/TQ0urjgaZmONDo9moiQLnI8VnQNZgrDOyrhK3VnT/nZna/tkSbvDy6Tt64EdLFDSJsgIqqyQETBc0Y31jA/k7ZmXW8JCl+t8Xbn62lX+j5GbyLMx+D40oNwcJXcjm9h3p75u9qxyFpX5aP7y2H8Deur2n6OIAXN/r6AzEkEW96TGhmALe/L0peAVrSOsmxJNUYbAnzwsRIxBrnouPhVmHB+951fT8K0nCnYCdnrpbZr0sWyzky72gmJhOQx0ghk1nTVVcIzxufSgBniKTbnd1IbG0h7HQWgxJcHewsq2Z0nKYQxaX2sOFMhI2p8EeSnFuQ3azxrS8AqugcpCPeOstSUShHw7Jtg0DGyLjJJUlNPz5FU5pxbYMhxvp8zPA6ONeZHFu5quj0yEa5fC2c9BUNPaLq9t2FvRJh7m5U+2vGpLO3ea75IGiU1e7tsEa0yH9YT5rzMtoovXZe/52OT4V+zpIDZm5KDTdeZY6j6WoddV1BTKk0Mn/wOGmrU77A1JAwFNMjfLsX2KWPh5Afh6s/EpNkXJ/5RlmYqPnerZftiRhsHGp9hRXs78+yPSI4I8fXo4p089bXfsZJu9hjC641rZjIwwAO0Fd1MY4MUXJsRkKBWNFIkjYARXmM57JGvxjrLEsIkc5V0UNrFlVm8anZqTbyo+ecde5b4ec2+yff2xGEw5dK+kUYxoxon3Sc+XnOMgvldi2UZP7j5xwc5Pb2dwLfvl+mGX9dG8bXxTXjpTKk9ytvqWVTvfr5D8jpGLIDbDnqOg2rN/5nCk4cGwn/Pgr3fiDXC/Lu6+4x6PsHh8pmx83NorBXBFRTcdJaqnVGnSsPKtg9lWHepYb6aPNqKKJsXP0p8BZw+8OndPI0unce+3MVfF+1A90oblFbVU1RZ576/J1/E1/h+PlIhit5NWZZ01ZlDqkcskOLTy99r23HMq3Czfd07mnbgOykQ7n+Utc77C9j8YPNHSATctAnGnNG2c+uNxA+SOZCzb5D70ekyTqgsS4rtWzOmaMYvZPTQlR/LfV8O3qb4qq9s2/mZ0cdb98DYs8Xk0z75oK5KIqBTr4RL35IGgjjbsGNv+wlF85iR5MwV8rc660nrPatonqSRMvUBPMsTmmOgkZL88Ho4JN6W/GyxZXETN1DqFu1TQRQBoc+Lrx055e7bprhyuXQeW7KLSfd+wdn//I5Gl4iy3XkVZMSGERmqar36FFs/sKwZYgzDxcFz4IIXxNOrLZj17eZcQ29LiQMrpC7FLhpGLIBx58hYntk39Y2IVSCxNxw4HNbVdkspR5OBM+GGtVITFJ0uBrnemMO7q4qbbmuO8sMQlSbp4IkXSaRzz1Jre85GQPcclDzUqJuJHShpM0Xr8R6yPlg1PbUas+4rKFSiV63BHjU+sEJqMO0dyEHBIsCKlPgKNH1WZTz+5S4qaxtIjLKiDre+vZGYsGCOHprAo0t24nRoZBZVsXhrLieNTWVjVinDUvwMKFX0Tgr3iKFpqBHNPPEu+cBprjW9OUxD1JRxUgtkprgq8uGtq+DQD1bNlklEgrTDK1pHoxGNbmvkT9MkzbJnqTGz0+bfZrro15aKYPZn3upNeQ5EG6nm4fPlmJvehAFHQVicNarFLAQHceMfcyZ8fHPPMajUdfjvQmkCmXJpd5+Nf2qMzlE0uOL9lrtdFRZJRkQ9cVjTmZD+SBgCv/we/nWMdGGnjm+6T+o4KeJXBJQ+K77+vnin+/agxAiOH5XCiyv2A/DNznzmj0nlqUunMu/hpVz3yo9Ehzopr23ghhN6uWmlwhPTYqCkCMMzAAAgAElEQVS2VFqrk0ZAaitD8r6Y/lNJYc2+UUaamGnHpffDgeVye9DsDp3yEc9J90jtiulF1BYGzZLU4CMj4c5csX+ITrMiKsER8NbV8LNWWk6U51rjaZwhEsFc8zxseksimSWZENO/qd1BULBMUugpka/87XKxsO9bmHRJz42+VhuRyYtf9aydU7RMjDF+q62fP/Y0ubftDkjn4/aP5QLTn5Gtos300Hdgx3C5dJwOy/9owdhU7l44jt0PnOped9eZYwlxOnjv17O587QxnDk5gz+eMZazJrfyiljROzDrfyZcICkMf52NrSU4XNzVQyLF8LQkU6IKm98VW4lx5yrx1VFGnw4LHxcftLYy/jwIjpTo2Y5P4G+j4JuHRTBnTBVBl/WjNGC0hvLDnsLqKNtIlh9fkCHnEy/w/VhnaM+p+dq3zLpt2nj0REzPtLC47j2P3sjwE8Xp/6R72/a40CjL/T/JRz2qaVVx6IeOnZ/Cgz4Z+SqprqfBpTMuI4Yt2WWcMl4+PJ1BDp6+fBqVtQ0MMNzrU2PC+MVxrawtUfQ+SjKlw/Gcp9v3Zd4c8YMlslZVKJGVyZfCzF8G9jkUbSM8Hi55TVJs6/8n65beL2niqGRIHgWuerH8SBzW/LEa68UzLMomvlLHSXF9RIL4sGVMgSF+6pKCw6GhWsR5d5vhHlguUb/6KnE1N21Qehpm2jFcia824whqfzmFy2giGX1m023pkyVrkL1eLowUAaFPiq/8crna/OW8YUwdGE9GXLh728njWnBDVvR+di2W4tOYDEm3xPYPvPAC6XjMXm+1Ybe2QFzRuZiiyvQKA8jbAokLPc0oWxJfphmvd0px4eOtOw9nqNiOuBo6HnFtDQ11IvZ8GdcWH5CIbM5GyN3S+efSXsy0o/e8VUXnkjhcJn/Yu7RNgsMkHansJgJKn0w7muIrOSrUQ3gpjgCqiuDV8+HJo8SkccenctXWGcQPlllzhzcY91twY1d0DdEZUm8Fni33YTGWzUf+juaPsf5/8LpRmN6SSPOHeQ5dVff1yW/FI8u01bBTkScedanjLL+5nohKO3YPP/0Cbt7ivxYwYajV8bhrcdMub0Wb6Zviq0I+7JKjQ7v5TBRdRmkW/H0cLH9U7jfWwtqX5HZntaubBqB7vwY0y35C0b04HFa0arStYzJ2gKSzolI9B5/74v1fSvcXtL+Gzy2+Ornu6/BGEVfrXpb7y//hud3lkvEwUckivvK2SyNBT6SmRKwSgtVFc5cSmSgZAn8kDoPCvdI1/Or58J+Tu+7c+ih9U3yZkS8lvo4cdn4mnYcrHvdMWUy5HE55qHOe0xRfu7+UDy6n+n/rMZzykAwPPvZmGDJX1pn1eEkjJe3YHKYx7ikPtT9lbf4/dHbk6+k58MgI65ztQ8ZBBI2rXkTn2HMkEvxGD7Ob2Pct/PiSTAsIj+v+GjmFJwlDpWPc/N8qzfQ0G1a0mT5b8xUW7CBKmaUeOYTY/NnGLBQrgPoqaVdvjUt6ezDTUQ3VLbvWK7qWUafKD4htgavBqoVKGiHdqf4K4auKpFtywQMda6AwI1/1nSi+7OOSGutk1mXuFkk9mq+3Ik+WkcnQfxrM+z0suVuixaaNRnfSWA8vn2sVfSeN6t7zUTTF/Hxb84K1LnOl/2YTRYv0ychXZlEVGXHhaOrq6cih2uZcPniONUy2M0eThEZbnXDJ6gujxxIa7RkNTRop0aDKAmtdziZY+S+5HagGiq6IfHkPEZ95HaDDwdXWOrNxwJxLOtIQpf+7UExku5vywyK8xp4lkerjb+/uM1J4M2iWdI0fWC41lWDVuiraRa8RXzX1jby66gB1DS73Ou9ZjSa7cisYmRLdVaem6AlUFVm3B88WR/kT/gjJnTwXzoyqmV10ip5PkmGkXGArul/zPCy6DYr2BVB8GXVLnVnzVXpQlpe+A9d8IyOQtCDI/N7apzJfllEpskweJV1tuZsl4tTdXmSlhlHxtKtkluO4c7r1dBQ+CI2WjALAGX+HyBQZNK9oN71GfC3emsud723m2WXywfjG6kyG3fEpT329m8n3fsG1L6+hrsFFbUMj+wsrGZGqxgQdUVQb4uvSt8ViIrY/HHdL5zt568bFgIp89R5MQX7YGELsckGJIWK2fgDZ68R00qzpay/eka/MlfDUMVYa0BclB6G23P92b8zxVknDIWOymP+mTYBlj8CjE+CD34inGVjiS9Pg50vg/BfEgmPft/6Pn7XW88KmMzDFly93dUXP4awn4edfSTo/dWzPtizpBfQa8bW/oBKAfy7dTU5pDU98tRuXDn9dtIOQIAefb8nlq+257M2vxKXDiFQV+TqiqC6WSMWIk7r2eceeLUsV+eo9xPaTGpY9X4mlxL3xsHuxbNv8jvyMPLn18/H8YdZ8fXQj/GcBPH+yRAsOfAcvngHbP236mH+Mh3/OlNvfPgKb3ra26TpkrpKlSVkWoFmpIBARBlIUve5l+PJemW3qbd8w6jQxXt3pZ9RSQx08ezy8cm6bXnabMaN3MT2g/kzhn5BIqRkEMS3O3w6uxu49p15M7xFfhVVEhzlpcOn8ZdF2KmtlPMjQ5EiW3jKPtJgwrn9tHT99UWodRinx1XOoKbWurnXds0i4rWT9KF8K3lQVieN4V3Pin8Qfx4wqKHoHw06E/cvhiz9a64IjxYS0IhcmXtjx5zAjX4W7PEf6rHke9i+D7Z947l8nF5iUHYLvHoev7oN3fmZt3/Q2PL9AxKFJ6SH533OGWOuGHi/Ly96BftPl9qBjmjYXBIdJJ+geP8O/zfRr9rqWX2tHKD0EEYmd1xijCDzJIyWi611zqGg1vUZ8HSisZGx6DD+dPYT31mVRXFXPA+eM54ubjiMy1MmtJ49idFoMk/rH8fD5Exmp0o49h/d/BS+dCblbYev78GC6pDNqK2Dty55X8s2Rtx2ePUHGxXhTXSwjX7oaR1Dz/jiKnsmQ46RLtcpWdD/lMlkGhXr6g7UXpy1ydvKfZcRVWKx1IZK3BeqrrYuR4gPW/ottotDErLHJ2QiPTRIRV7CzaW3a2LPkgmD4fKvxxFx602+aiKzaiqbb7HYcrX2PtpWstRJ9VFGv3kWc4Wlozs5VtJle48Wwv7CKE0en8Mu5w/hgfRb948M5Y0IGziDRj+dN689509SXYI+jsd4a87Lq36AbYerP74D+02HFExCZZNkCNIfpsJy9vum26iJVd6VoPWkTmq7rNxXO+w8MmBGYcVTmfMIZ18Ixv5Lbq56W2YqaA/K2wT+PFkuUW3fLnFCAS16H1y5uejyzM3HHItn345ulqH/aVZ77aZp1QTDjFxIxm3iR73M0u4Hzd1gpJRO7+KrIbTpmqaMU7ZX0a1gczLohsMdWdC5xA2WpxFe76fHia3deOd/uLKCgopbBSZHERgSz4rYTlI1EbyFrrRSlR6ZI/UlEkqw/vBGSR8vtwt2ej6kuke4a7y9AMw0S7JWe0HWoKu6etKOid2J+eQDM/T188xcRZP4iRO0hOg1uWO9ZuJ8wVMTX5Evl/WAWwzfUSi0YQP8Znsepr5EUoRn5sndpNlTLcG9/pE2AO5sZBWOKr7ytPsSXbQpA7ubAi6/dX0J9JVz7rTQMKHoPsf0BrevFV2Wh2MS0d+RXD6Jnph1dDdIZVFfFHe9t5t6P5UPnjInpAEp49SbKjQ/+C/8r4qjS6PSqr7S6uuxz9koy4R8TJErmjfllUF/puX7RbVBXblkIKBQtYf8MmXUD3HE4sMLLJGGI53ONPl0K3Wff6Lnfc/Ph+yfldkQCXPaudXHy3rVwd5z/eZRmgX17iB8s6dG8bU23Fey0ZmMW7mn/c/gje50Yv/aBL9IjDmcoRKd7psq7gscnwxNTu/Y5O4meKb5yt0hn0IfX09AorfxXzRrMgARVkNnrMNvqk0bIFw9ArBF1OGQYQa57Wbq4ABbdDrVlTaNhYK0rtRV5VuTB6uckkjDt6sCfv6LvMvkySf+FRnVdsff4c+GS1+T9EGMrk8gxbC+GHi9ibfiJcPIDsm7r+4AuUa7T/w4/eQsmXSLbgiMhsQMXHY4gSJvo2RAAEk0u2CVzLUOi4bP/g89+Dwe+F6FYlg2vXSKR7fawYxGsfxXSJ6tRQr2V+EGtj3xlr7OGprcXV6N8N4DvpqteRoviS9O0NE3TntM0bbWf7Q5N0x7SNO0PmqY9q2naTNu2+ZqmPaVp2t2apt3V6rMKi5UunM1vM7H0K86clMFdZ45t9cMVPYiKXDF9DE+w6roGzZJlie2q6fVLZOTL9o+Nx3l5IW37yPqCKMu2CoA3vimR0tk3dr6nl6JvcdaT8KdO9rBqjmuWwsX/E/E04UL4U7FEvEyi05s+JmMyjFxgdTQmDuv4//3wE6WL2PTzKjkIb14h0eTkUZBoFPSv+je8fbVcNL18rtRyfn6n57FcLrmQWv4ovH6p+Jp9eZ81B1DXZYbja0YNWr++EcU4Iokb2DrxVVsOz8yDF05r/3M1NsiFuUkf6LJszbv2WOADwN/lyYVAjK7r9wO/B/6raVqQpmkRwL+Bm3VdvxuYqGnaia06q/jBcOZjANxd+wjjwgpUqrG3UpErrfAOh4ivKz+Ck+61tk+8CH6xFKoK5YM9MhkGzLRcuUEKht+4TNJC8+6QCID55sv8XupoVLG9oq1oWvdGXaJSJBr86x/gvGflPWIXUr5MR81UpFlQP3Zhx89j+HxAl/dZQ60Ir20fyrakkdbAbpBRQAD526z7FfmQsxleOB2enC52GEvulgspXRfD15VPyf47PoWPboBBx8IFL8Exv+n4+Su6h7iB8jnc2ND8fvuNWsa8LSKgXI3S+f7WVf5th0yxXl8j/1vfPwk/PG1tL+nidGcn0KL40nX9baA5y+XTge+NfYuAGmAccAxwQNd1c3bFd8a+rSNhCCVnvQjAcGczjtCKnk1FnjVTDqTFPyrFGr0SlSpXv2ZtyaDZYoJ5cBV8db98eH/3mGz/2WK56nc44dULZVv2eshQV8+KXoy/yFVYjIzIMokfLEaXICO0rv4Mjv1dx58/Y6rMQ/38DvjXbGkIMEkaaVlmjDwVhp0AV3wI48+H+CFQvA8eGQ7PzJW5f0V7YM4tcP1auPJj+PVKidKteFKE3baPZc7mFR/AuLPlNSp6J3EDpXvdXxSqqgg+uQU2vi734weLCH/xDPjfRbDlPSvTYVJZAK+cB4+Olyjq+9fBv2dLQ8zwk+DXRgKuD3RZBqLbMQVPcVZmrEv2s94nmqZdA1wDMHCg1ARlhY0iDuhHgb+HKXoyu5fAri9gxMme6zVN0ieZ31veXEkjpeMqYzKUG4OAv30YUsdLPczpf5Miz4wp4pn02a1wj9HK31y3l0LRmznuFjjq5/DxTVKOYcdM33cUhwMuehm++IMM5J5/j7wf170iHY5n/VPGLs263ooUDp0rtZeL/yQ2L5UFkr6sq4Lj75BaMrOQfuoVEtXO3SKfCcNOgKAe32ivaAm319cBqf/yZusHsPpZuT1moTRdvXKep6nvjy/J5/zQ4+Gke+Dfx1rR1bIsEWggdizjzpEshxakxJdBHmC3k48x1ul+1vtE1/VngGcApk+frhdX1nHJa/tYqzlIcuX7e5iiJ/PKecYNHwaNl7wGi++C0WfK/Rm/kMLikafCDpvz95K7xFpigs1xfMR8+Mx2rH5eLfIKRV8iPE4GxXfqc8SLyLIz2qjRiR8Es334cMX2g/P/0/KxU8fLctXT0u088pSOnauiZ9Cc19emt63pEVOvgJMfFOF+yeuw6PdiEAwSLQXprE0dK8Jr6PGwdyl88lvPY2ZMEdEene7ZdNVLaVelpqZpkZqmJRt3P0FSjGialgCEAVuQVOQgTdOMGRvMNvZtkbzyWv6+eCdldVARmkJSQ257TlPRnbhc1u1EHx4+4fGw8HHL32fwsXB3KaSMlrovk+L9Mj/Rnp6wO3pf+g4MnIlCoeihJAyVurGNr8t7e0wA6tQU3U9MP+kW9hZfLpeMxaorl/rdhU+IbyPIGKypV8rtU/8qS7OOcdtHspz+U1nu+kKEWHSGXICbdb0hkRIJ6+W0GPnSNG0ucDmQrmnaH4C/AVcBE4DrgDeBKUY340DgCl3XG4EqTdN+CTyuaVo+sFHXdT9DxDzJLavh5ZUHOHZ4EnHaINj0JqSNb+qNo+i5mP5es2+Eube17bENtZ73zbEvdm7cKG/IqOSm2xQKRc8hyAmNhjXAjGs6PrBc0TNwhkin7oEVnutzN1m3Z/yi6eMyJsMtu2WyyaSLpf73keGSkga5EDc56R4RYWWHLdNtZ2jT74heSIviS9f1b4BvvFb/07bdhXQ5+nrsYmBxW09qeEoUd503kbmjkuFNI2W1+E9S5BmrZoD1CkxPruHz2+6hNPZssZCor4bGWt+1Lb5qDBQKRc9k2Amw5ys4+rruPhNFIBl3jhTDl2WLndCbl1sTSH67HWJ82KWAddFs1jGmjpcJD+HxnjN6UydA+iTPxwaHS8d7L6dHVj2GBwdx4VFGm/Wpf5FaoO8eg81vSySlvkbUr7Kf6Hm4GmVeo2kV4Svl2BJRyfDzxTIsu7FB/Z0Vit7OBS/K8G7V3di3mHghfPtXeGqmdM3uXSrrk0f7F16+6DdNxJfZBb/wSemk9NUJfKREvrqdflPlZ8MbkL9TOuGemikWBVd8ANGpLR9D0XWseEKK5AEiEn0bRbaW8PjAnJNCoehewmKbdmsqej+Jw2D+3ZKZMoUXwNB5bTvO3N9LHVfaRLk/9XL/+zrDrNF0vZjeYwmeNEIGyi65S1qb87fByn9aM8eWPgj3p8Jjk8VbxDRpU/inaC8s+7vlFt9R6mtg+d+t+6PPUFErhUKh6MvMvhGuW+65bui8th0jNErshKZd2fK+zlD5runl9CLxNVLmQ214TUz8YvpLKvKJqVLwt+IJ8aSJGyDeIu2dOXYk8cp58OU9IsICwc5FUFMqLvRBoaq+Q6FQKI4E0ibAxIthzu/kZ9gJnfdcznBo6P3iq+enHU2SR8kMv6RRMPf/xAG97JBse8GYGXjBS9JB8eg4MeYceHT3nW9PR9ct0fXEVDjrKZhyaceOuXuxFF0edwvM89mDoVAoFIq+yLlPt7xPIFA1X13MwJlSQ3T2U/LLP/1v4gsy6WJY8wIMPEZaWHVdBEDOxu4+457Nd//wvP/Brzouvgr3SKGl2RKsUCgUCkUgcYapyFeXkj4Jbt1j1RAlj7JM1060zT/TNAmBHu5G8VVyUNKfPZWaMlhyj4z92fW5rEubKKNBGmo8W33bQuEemb2oUCgUCkVnENw3xFfvqfmC1hdvp4yFgl2BKyRvCzsWwT/Gw64225t1PvXV8js5vAHQxfDwyo/AEQy1ZfDq+fDXIW3/vbka4dNbZXRIe6wlFAqFQqFoDWbkqzu+3wNI7xJfrSW2P9RXQk1J1z931hpZHvyh65/bm0M/wltXy7DcfcvggTRY8x9pXABJ0w45DmZeJw7CB76T9Xnb2vg8a+CHZ+R2wrDAnb9CoVAoFHacoaC7pAa8F9N70o5tIba/LEsPdYNXlBGd6wn/GO/+XIrqt7xrrVvzoth2xA6U5gSQ2VmNtgLG/y6EX3xlDU5tiUzbeAlzTpdCoVAoFIHGaYynqq+GoODuPZcO0EcjX0a9Vemhrn/uqkJZmg7v3UVjAxQfkEaElHEw63qpmyvcDXu/hgFHWfvanYgThsq5L32w9c91YIXM+Lr2W0geGbCXoFAoFAqFB6b46uUdj31UfBmRr41vwsMjoGC3tS1zJexu1Xzv9lGWJcvSg533HK2hPFvGM0y6GH61AhbcD/Nul5lY1UWeJnhRabJ0OOGGdeLPtektqCxoetxDP8JHN0md1/7lcHesDD4dcVLTGVwKhUKhUAQSt/jq3UX3fTPtGGkM7TTTbav+DSfdKzVNr54v665bLl2R+5bBhtdFLCUOg1P+ItPa24spvkoy23+MQGBG/WJtXZfDT7JuD5lr3U6bAMNOlAny5n6r/i1RMjM1CVLg+JxhnvfjC9Z6hxOO/W1gz1+hUCgUCm+U+OrBOBwyR6ymVO6vfxV2fGaZsgK8dgksuA/evVZ8qZJHw5rnISRSokTtpSxblqWHJDrUXZ5XJUbkzV63FeSEa76G3UsgfpC1PjQKLrfVhZnzMityPY9pF1wm/WfA+c9bU+oVCoVCoegsnKGyVOKrh3LpO+CqFwH22sUytPP4OyUlmTIWXjkX3rpK9v3NRhEjr5wHu5a0X3zVVUnNV+IIKNwlRq9522DcORAcHrCX1irMtGdMP8/1GVPkpzmiTPGVZ60r2geLbofh80W8maRP7NmeZgqFQqHoO5jfpb285qvvii+zoNw+gPPYm63uiBs3wOZ3xVDUjAL1my71YLXlEBrd9ucs3ifLSRfBV/eLuCveLz5aEy9o7yvxza4l8Nn/waRL4NibmnZ9FO6GiCQIiWj7sSMSQXNYka+yw/D21aAFwcInxKS1qkCiibNu6PhrUSgUCoWiNZiRr/rq7j2PDtJ3xZdJcBgseED+YHaBEhrddIJ6v2mADq9eCFe8b/2RW0vhHlkO+//27jxMiurc4/j3sCoKKIsSXNhRWRREDS5RIijGfYt6FZWE627ElXij16AmcTcxbkFjYkyMGkNcEkzELV4VoyxBCERBERdkGQQFREXwvX+8p9M1Pb3O9PQM4+/zPPN0VXVV9el3Tle/XefUqeHwygRPvMDPgJUz+fpsFfzhFB/L7Lkf+escebs/98Vn8Pi53mF+lxNrt/9mzb3fXCr5euVOWDLbmxfbdfU/gO771PmtiIiIFK2JXO3Y9JMvgL3OLW69bYb447tT/Eq+3sNLe53Ujao79oIBx3hS9PH7nriAn63q8Y3Sk7pMC/7uidfoSTD1l7DgufRzC1/0xAtgz7Nr/xqbb51udly5ELboBv2OqP3+RERE6qqJdLhvmkNN1NZmHeGsOGDo9F+nR4Iv1oq3vKlvk/bwrevgxIfga4M8+Xr3H3D/MfDcj+HTldWbQ3P58kt46RaY+Xu4dQg8f4Mvn/8ktG4P233dr1RctcifW1OVHvD0rCn+XG1tvjWsXuLTH7+vfl0iItLwUsnXjN/4d+RGSslXpq37e5Pbv/8Mdw0rfrsvv/RkrUPP6su7DEj3jwJ4+Xb46UD45Yj01Zi5LJsDT10Bj57lfbjm/Amq5sGsh2HHg70ZtVO8ufhzP4I7hsKrd0PXXf191MXmW3sftpt2gkXTqw9ZISIi0hBSLUfzJ8OCZxu2LHWg5Cub1Cj1AGtXFLfNtHv8DNfgUdWXp84+Tb3HH79cD+tWw9LZ8NpD+fe5anF6us+BfrPwR073TvQj4phcnXdIr7P+M79Bdv+jiitzPl0GenK4Og6dUeythkREROpL2y6w3VCfnje5YctSB0q+stnjjPT0O1Nyr5c0835vYtz1lOrLU2eg1q1OLxv+Q2jeGj4uMBDr6ph8fW8GDDrRh8744J9wyE3psbi27OGP3fbx9c6a4rcSqqsdD64+n+pkLyIi0lBatIYxT0Lfg2DeX33w742Qkq9sRv4Yxr0Nm3aAyZfBP+/PfqudlI/e9aSo/5EQQvXnkjf2HhTPig042u+nmDyzBV6JHv4OzH3M51PJV/vtvCkRvNN7/6PT2zRvAefNhJMe9oRs6/41y1AbW2zvN9xOSY39JSIi0tB2Oty/exdNb+iS1IqSr2yaNffxvw67xTubP3Y2/PpgH7E+m7df8Me+B2V/fqt+/njYLXDFStiyuyc2qzOSryWzvF/XM1d7IrZ6sfc/a9HKxyI7+RE44vaayVWHHrUbz6uQsTPh8io45TEfXFVERKQx2OlQb0F65sriuwc1Ikq+8ul3OFzyJhx8Iyx/A67qkP0KyCWzoWUb6NQ3+35GT4IL5vpZqmYx5O26+lWKZvD0eFj8Grw+yZ/7cL4PJ7Fqsbdvp/Tav3aDv9ZWi9ae+PUcVp6zaSIiIuWwSXvY/3LvGvT89Q1dmpIp+Spk0y1htzHQZ6TPz3uy5jpLZvvZrVz3cWzTAdpn3OYn1ey4ciG8+FOYsC/Mesjvldimo4/ftXpx9aY/ERERcXuf5xejzX0MPv3I706zkVDyVYxmzeCkP8DWA/zm26/eDZMugo/jmauls0sfU6ttV9jwOfx8UHrZyoXeWX7XU+CNJ3x4CXV0FxERya7fkX5V/nXd4DeHw8wH4Ma+5RkBf9VieGIcrF9X931l+GqMcF8uXQbCaw/AExf7fNuv+S12PvsYttm1tH116lN9fsh3vLLseAh0HeSDq36xVqPKi4iI5DLw2z5w+Qs3wQcz4NEzffnSOaV/L2eadBG8MQl2OMi7/ZSRznyVYtCJPqr8CQ940+A7L8HTV/r0gGNK21fvEXBaYoC4w34GR93pTZdbbO/ZfJedvb+ViIiI1NSsGQw9Ey6cC+0T41EumVX3fX9S5Y8689XAeuwLY+KgbnNHeB8tgCPugFablbavEPxekidNzL7t0Xf51ZXq6C4iIpJf85awz/kw6UKfX/xa3fe57hN/XLOk7vvKUFTyFUIYARwNLAPMzK7MeP4eoFdi0c7Arma2MISwEFgYly8ys5PqWuhGYZshnnwdcBUMrsNb6pNjCIfmLf1PRERECtv1VL8Kcuo98N7U2u9n6Ry/rd+yOT6/egls+MI79q/9ELYfCl/bpU5FLZh8hRDaAL8A+pvZ5yGEiSGE4Wb2TGK1yWb2UFy/HXCvmS2Mz91rZuPrVMrGaMhoH9C0294NXRIRERFp3gIGHuvJ0uTLYPmbPmLBZx9Bx16FtwdYUwW/O6b6OJyrl/hQUBPH+Px2Q32U/Toops/XnsA7Zpa6dOAl4JDkCqnEKxoD/Coxv28IYVwI4eoQwl51Km1j0qK1d7ZXs6CIiEjjMSDeBea2IXBDT7i1hI73L9zofdDwv44AAA8OSURBVL2OmpBetmapjyfWcjMYeJyPRFBHxSRfWwHJwTNWxWU1hBCaASOBSYnFl5rZ9cA1wK9CCL1zbHt6CGFaCGFaVVVVUYUXERERqaZdVzjk5urLVi8tvN3dw+GVX8CAY2GXE+DSd6HnN/3M17tTYNsh0GUArF3uoxzUQTHJ1zIgOax6u7gsmyOAv5il73RpZq/Gx7XATCBrO52Z3WVmu5nZbp07dy6m7CIiIiI17T4Gdvtuen7xzPzrr10Bi6b59H7j/HGT9p7IfTDDB1Pffk/o0NOfW7EAPvkQVn1Qq+IV0+H+ZaBbCKF1bHrcG7gjhNABWG9mqxLrjgb+0/s8hDAcaGlmf4uLegNv1aqkIiIiIsU66DofK/O+I+GDmdB3ZO51U02J//Vg9f5he5zmQ0C17Qp7nO5NkAB3DUuvc8HckotWMPkys7UhhLOAn4cQqoBZZvZMCOF6YAVwLUAIYRAwz8zWJDZfBowPIewKdAUmmtmLJZdSREREpBSpexN36gvvF7j6cfk8f8y8R3PXwXD4ren5lpvW3Pa+w0svWjErmdlTwFMZy8ZlzM/EmxWTy2YDJY4+KiIiIlIm3faCf030sTNz3YN5+Txo3gq26JZ/X63awKi4ryWzfMSDh0aVXCSNcC8iIiJNV7e94fNVcMdQWLc2+zrvTYWOvX24ikJ6j/AmzH0v8cRubOkDuir5EhERkaarxzf8cfk8eP/Vms+/+bRfzTi49DNYALRuW3idDEq+REREpOlq2wW+N8OnlyY6x5vB5MvhD6dCxz6w25iKFUnJl4iIiDRtHXvBZp3Ttwz6fA08eRlMudU71Z/yKLTcpGLF0Y21RUREpOnbqh/MfxrWLIP7j/Wbb3faAU5+tLi+XmWk5EtERESavj4HwtvPw419fH7kNX4vyAonXqDkS0RERL4K9jwHiP28OvSCPc9usKIo+RIREZGmLwT4+pl+a6DBJzdoUZR8iYiIyFdD85Zw6E8buhS62lFERESkkpR8iYiIiFSQki8RERGRClLyJSIiIlJBSr5EREREKkjJl4iIiEgFKfkSERERqSAlXyIiIiIVpORLREREpIKUfImIiIhUkJIvERERkQpS8iUiIiJSQUq+RERERCoomFlDl6GGEMJq4I2GLsdGpBOwvKELsRFRvEqnmJVG8SqdYlYaxat09RmzbmbWudiVW9RTIerqDTPbraELsbEIIUxTvIqneJVOMSuN4lU6xaw0ilfpGlPM1OwoIiIiUkFKvkREREQqqLEmX3c1dAE2MopXaRSv0ilmpVG8SqeYlUbxKl2jiVmj7HAvIiIi0lQ11jNfIiIiIk1SwasdQwi9gB8BM4BtgQ/N7KoQQgfgWmAB0Af4gZktjdsMAW4GpprZxYl9TQdWJ3a/vZn1zPKaI4CjgWWAmdmVif1eCkwDvg7cYGYvZ9l+EHAO8DawFXCxma2Pzx0HXAOMNbO/FHr/tdFAMesSX3MXM9s9sfz7QBdgCTAEuMLMXs/YNgD3AfPwhLwXcJaZfRKfPxXoGP92MbNDaxubbMocr5HAqcAsYCgwzszmZXnNXHVsPDAsseqPzeypjG23BO4AXgPaxb+xZrYhhNAduBKYA/QHbjaz12obm1waKGa56tgmwI3Aovia12Zun6+OhRCGAT8DPoqrTzKzG+oQnhrKHK8RwAnAfGBH4EIzW5nlNXPVsbHAwBiLvfF4vZyxbb46Nho4E/gsrn6Pmf22bhGqUfbGFK9ij/vtgR8Ap5pZl8TyDsBNwOuxzL83s2frEJ6sSo1ZCOFg4Nv4sWJnYKKZPRb3lfM7LOM1RwGDgQ3AW2Y2IS5vDZwHXAV0NrM1OcqcK2bDaGSfyXqOVzvgfGAV/j35spndkWX73vixbr2ZHZtYPgnYLLHqzkBXM/uMXMws7x+wO3BEYn5uLNwvgOPissOA3ybWGY3/02/M2NfxielvApdneb02wJtA6zg/ERgep/8KHBWnjwKeyrJ9AP4FdInzNwFj4nSP+Lp/Bw4t9N5r+1fpmMXnjo37nJax/GrSzcvHA3/Osm1z4MrE/J3ARXF6HzxhSz23cyOP17+BwXH6AuDuEuvY+CLKuy1wZmL+r8AxcfrRRB0dCLy2EdSxgjErUMcuxRO21Ht+ocQ6NgwYVh9xKne84vuoAjrG+e8Bt5RYx8YBm8bpXMexfHVsNND9KxSvgsf9+NwhwB7A8ozlPwMuiNNbAu8DmzR0zIAzgO3i9NbAx/gPk5zfYVnqyEzSx/epQJ84vR/QEzBg8zxlzhWzYTSyz2Q9x+suoEecbgXsmKPMJwGnA3/MWJ78nu4JTCj0/gs2O5rZVIvZZdQM+CT+01K/Pl6K86lt7gW+zLKvhxKzZ8QgZ9oTeMfMPs+y76VAahCzzsD0LNv3xA9sSzK3N7O3zey5LNuUVQPEDDP7I9XPkKWW/6/FGhHLUeMXkJltMLMfZpQ3td4ooFkIYWwI4Sf4wbSsyhkviqsj+eoYIYTLQggXhxC+H0Jok6W875tZ8v+QjFcf4N04vQDYOYTQKUsZ6qQBYpazjiVf08xmA7vEX5LJbfPVMYCTY8yvCiFsl+3166KM8eqAf3F/GOcXAMOzvGTOOmZm15vZp3F5b/xLJ7O8+eoYwLkxXlfEMwVl1ZjiRfH1cxJ+1izTfz6T5mfcWgMDsu2jLkqNmZlNMLP3kuua2Zfk+Q7LMBKYnji+vwx8K+77eTNbUESZc8UMGtlnsr7iFc/KHwDsH0K4APg+nqBnK/P9wLosy5Pf0+cBt+Z841FJg6yGEI4CnjSz10MIW5E+EK8CtgwhtLAsp/qy7Kcn8LGZZRtpNrnf1L63itOXAw+GEPriH9bzSty+4ioUs2LK0QpvWjqnwHrd8cqcim03oJWZjY8H+RkhhMGWpdmgHMoQr7HA7bEpbQhwT5Z18tWRh4GF5s1hZ+MfojF5yrt73NfkuOhFvOluOv6LErzJqN5Goq5QzPLJFc9VOcrbnep1bC5wtZktDCH0B54KIfSLB9ayq0u8zKwqhLAohNDfzObg/+N2WVbNexyKTbj/gzeBHF2gvJl17Hm8GagqNsU8TPaEpiwaQbyKOe7nk/pMToxNXR1zlKFsahGzcfhZQSj+O6w+v+sa+2eynPHaCugOzDez/wsh/DdwG34mt9T30Q7vGvSvQusWnXyFEL6JN3udHxctA9ribcLtgJXFJBFRtcwwhPBHYHPgEfzUc9vEuu1IZ+aPA+eY2cshhIHA0/Egdhveh2QKcH+e7SuqUjGz2G6dpxyt8Gaey8zsrbjsCmAvvN37nLhsW7w/3PGJX6CrgFcAzGxFCGEJsAvedFtWdY1XfJ+TgKFm9n4I4TDgAWCPYutY/IJIeRa4JO77dmIdM7Or4rKBwLnAqMSvqYuAC+MvqJXAh+T4FVUOlYpZgTqWes2UdsCyYuuYmf3n82lmc0IIWwDbAe8UGYailekzeTBwWghhMf75eDfuu9jjGPFX+tgQwv7AE3i8i6pjZvZ2Yr/PAo+HEJqb2YZSYlGMRhKvgsf9VLxyuBE4P4RwMX72cC7ps9NlV2rMYrlmm9nEjPVTUp+nzfDmWPAWkGX4mdPkem8WKFuNOpZNY/5M1kO8Uj8SX4mPLwKXZ25vZo8W8XbGAL8qYr3Cfb4s3S58Ld622hX/9ZGz7T8uG09G35K4vB3wpzyvla/tv4rY1wG/R9NHxPbbxPYF23+p5z5flY5ZYr1h1OyPsynwa6B/nD8mx7a9gN8C7ZLr4e3b18XpZsBCPLNvdPHCP4BrE3VnN2BWiXXshsR6h5G7f8nuwAS8f0DrVH0C+gJt4vQOeOfeRlvHio1ZgTpWsM9XgTp2KdAhTncAVlA/fXLK8pkEBiWmTwfOKLGOXZJYrwcZ/W2KqGPXAC0S8Z7fWOtXmeJV8Lif2E/3zHjifX06xektgafrI161iRl+Vu/4xGerI2Xow5RYJ2+frzwxa5SfyfqKF37iZqc4PRKYnKfMo8no8xWXNwP+lqtuZv4VHOcr+JUmz+NXmoD36L8d/zVyHZ4J9wIutfRVL6fEArYC7jOzuxL7Ox940/JcaRhCOADv3FsFfGHpq16OAo7Dr8rqhyckj2TZfhB+SvIdvOJcbGbrY9vuZXh2+iLwOzN7Mm8AaqGBYrYfcApwEH6W6yYz+zSE8Ce8f8MHqbJY4kq1uO0mwFv41Wpr4+L5ZnZaPDNyHX4GZxvgFfO+HWVTzniFEM7AP8Bv4GfobjOzF7O8Zq46dg3+RbAM/2K7wmpeubctfsXNLPyqmebAM+ZNs6PxX/rT8Lp3vZmtqFuEamqgmOWqY5viZxcW478sf5IlZvnq2An4QXgu/rl+0LwvStmUOV53AuvjNi3x/3GNs0556titeL+R5Xi8H7SMX9UF6thY/DP9Nl5HbzGzf9QxRJllb0zxKuW4Pwo4C09Q7zGzxSGEA/Hvgyl48nWbmZX9zFepMQshnIcnE6k+f9sAB5g39WX9DsvymqPwH0wbgHmWvnqvOx6Lq+Pf7y3jKve4Xq6YNbrPZD3Hqx9wIX6M6gdcZWbzs2x/BH4M3AGv49cnnjsS2NbMbivq/RdKvkRERESkfDTIqoiIiEgFKfkSERERqSAlXyIiIiIVpORLREREpIKUfImIiIhUkJIvEWkyQgj7hBBmBL8xcK51hsVL00VEGoSSLxFpMuL4ZLMKrDYMUPIlIg2mpHs7iog0RiGEn+MDeC7AR7ImhHA1PuDnOnx07kvi/QGHAR/FgSivxUeS/y4+eOMO+KCO9XYvThERJV8islELIRyC3ybkW3H+iPjUNDN7LC57PHVz5xDC3/Gbp98b73rxILCHmS2Kdyi4DLig4m9ERL4ylHyJyMauP5C8FciC+NgqhHA9fl+6bYDOWbbthN+O5GTPw+iA33pERKTeKPkSkY3dXGD/xHxPYAvSN/FeF0LYOfH8BiCEELbBmySrgAlmtjKE0BG/z6WISL3RvR1FZKMWmw5vA1oD7wEHAq/jZ7E+x2/cOwqYDpwJ7IU3K64FLgG64TeEfg/YHrjZzP5d0TchIl8pSr5EREREKkhDTYiIiIhUkJIvERERkQpS8iUiIiJSQUq+RERERCpIyZeIiIhIBSn5EhEREakgJV8iIiIiFaTkS0RERKSC/h86IrYM4lAqqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[['returns','strategy']].cumsum().apply(np.exp).plot(figsize=(10, 6))  \n",
    "#可视化；计算累计收益，连续下的算法；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "#利用阈值来过滤无效信号\n",
    "SD = 0.2\n",
    "data['SMA_10-60'] = data['SMA_10'] - data['SMA_60']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.756395833333409"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['SMA_10-60'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['regime'] = np.where(data['SMA_10-60']>SD, 1, 0)\n",
    "data['regime'] = np.where(data['SMA_10-60']<-SD, -1, data['regime'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['strategy_SD'] = data['regime'].shift(1) * data['returns']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x276dbd6ee48>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[['returns','strategy_SD']].cumsum().apply(np.exp).plot(figsize=(10, 6))  \n",
    "#可视化；计算累计收益，连续下的算法；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SMA策略\n",
    "\n",
    "1. 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300 = ts.get_k_data('hs300', start = '2010-08-01', end='2020-08-01')    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2010-08-02</td>\n",
       "      <td>2868.279</td>\n",
       "      <td>2917.275</td>\n",
       "      <td>2922.61</td>\n",
       "      <td>2867.45</td>\n",
       "      <td>71743300.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2010-08-03</td>\n",
       "      <td>2925.254</td>\n",
       "      <td>2865.971</td>\n",
       "      <td>2929.61</td>\n",
       "      <td>2865.76</td>\n",
       "      <td>81748364.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2010-08-04</td>\n",
       "      <td>2858.354</td>\n",
       "      <td>2876.434</td>\n",
       "      <td>2876.59</td>\n",
       "      <td>2818.25</td>\n",
       "      <td>71318039.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2010-08-05</td>\n",
       "      <td>2874.660</td>\n",
       "      <td>2850.829</td>\n",
       "      <td>2877.31</td>\n",
       "      <td>2833.67</td>\n",
       "      <td>67157581.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2010-08-06</td>\n",
       "      <td>2848.155</td>\n",
       "      <td>2897.659</td>\n",
       "      <td>2898.53</td>\n",
       "      <td>2821.03</td>\n",
       "      <td>74914895.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date      open     close     high      low      volume   code\n",
       "140  2010-08-02  2868.279  2917.275  2922.61  2867.45  71743300.0  hs300\n",
       "141  2010-08-03  2925.254  2865.971  2929.61  2865.76  81748364.0  hs300\n",
       "142  2010-08-04  2858.354  2876.434  2876.59  2818.25  71318039.0  hs300\n",
       "143  2010-08-05  2874.660  2850.829  2877.31  2833.67  67157581.0  hs300\n",
       "144  2010-08-06  2848.155  2897.659  2898.53  2821.03  74914895.0  hs300"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hs300.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300.columns = ['日期','开盘价','收盘价','最高价','最低价','成交量','代码']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300.set_index('日期', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>开盘价</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>最高价</th>\n",
       "      <th>最低价</th>\n",
       "      <th>成交量</th>\n",
       "      <th>代码</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-08-02</th>\n",
       "      <td>2868.279</td>\n",
       "      <td>2917.275</td>\n",
       "      <td>2922.61</td>\n",
       "      <td>2867.45</td>\n",
       "      <td>71743300.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-03</th>\n",
       "      <td>2925.254</td>\n",
       "      <td>2865.971</td>\n",
       "      <td>2929.61</td>\n",
       "      <td>2865.76</td>\n",
       "      <td>81748364.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-04</th>\n",
       "      <td>2858.354</td>\n",
       "      <td>2876.434</td>\n",
       "      <td>2876.59</td>\n",
       "      <td>2818.25</td>\n",
       "      <td>71318039.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-05</th>\n",
       "      <td>2874.660</td>\n",
       "      <td>2850.829</td>\n",
       "      <td>2877.31</td>\n",
       "      <td>2833.67</td>\n",
       "      <td>67157581.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-06</th>\n",
       "      <td>2848.155</td>\n",
       "      <td>2897.659</td>\n",
       "      <td>2898.53</td>\n",
       "      <td>2821.03</td>\n",
       "      <td>74914895.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 开盘价       收盘价      最高价      最低价         成交量     代码\n",
       "日期                                                                 \n",
       "2010-08-02  2868.279  2917.275  2922.61  2867.45  71743300.0  hs300\n",
       "2010-08-03  2925.254  2865.971  2929.61  2865.76  81748364.0  hs300\n",
       "2010-08-04  2858.354  2876.434  2876.59  2818.25  71318039.0  hs300\n",
       "2010-08-05  2874.660  2850.829  2877.31  2833.67  67157581.0  hs300\n",
       "2010-08-06  2848.155  2897.659  2898.53  2821.03  74914895.0  hs300"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hs300.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 2431 entries, 2010-08-02 to 2020-07-31\n",
      "Data columns (total 6 columns):\n",
      "开盘价    2431 non-null float64\n",
      "收盘价    2431 non-null float64\n",
      "最高价    2431 non-null float64\n",
      "最低价    2431 non-null float64\n",
      "成交量    2431 non-null float64\n",
      "代码     2431 non-null object\n",
      "dtypes: float64(5), object(1)\n",
      "memory usage: 132.9+ KB\n"
     ]
    }
   ],
   "source": [
    "hs300.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300['SMA_short'] = hs300['收盘价'].rolling(10).mean()\n",
    "hs300['SMA_long'] = hs300['收盘价'].rolling(60).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x276d9819940>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hs300[['收盘价','SMA_short','SMA_long']].plot(title='HS300 stock price | 10 & 60 days SMAs',\n",
    "                                       figsize=(10, 6))\n",
    "#Pandas里面如何选择多列必须要掌握；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300.rename(columns={'收盘价': 'closing price'}, inplace=True)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x276da1d2358>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAGBCAYAAADBmw1qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl8VNX5+PHPM5PJTAjZSAIoyL4vgoo7WpfWWm21om1trRbF1tr6soob9OcSrFrElrq2qOBaSyuW9gviCipIARVc2JcQdhJIQvZMZj2/P+6dySSZQAKBLDzv1ysvcs+5y5mFmSfPOfccMcaglFJKKaWOHUdrN0AppZRS6nijAZhSSiml1DGmAZhSSiml1DGmAZhSSiml1DGmAZhSSiml1DGmAZhSSiml1DGmAZhS9YjId0TkaxExIrJYRLLt8okisl1EykTknzH73yoin4vIxyKyTEReEZEBdl13EXleRBbZdZ+KyOh617tLRFbZP/fUq+tjn/dTEflERPoei+cgHhF5UEQKRCTnKF6jj4isPwrnHS8irxxin9NFZKuIjI9TN1pElovIUhGZLyKZhzjXUBFZYr9/vhSR25rYzhNF5E37OmtF5NWYOhGRJ0TkC/u9cn0Tz3ma/X7e3pT9W4KIdBGR10XkfyLykf14cuy6vvZ72YjIC40c/7H9/+z/4tRtEZF7j/JDUOroM8boj/7oT70f4ALAAAn1ynOApTHb3wJygRR7OxF4H7jG3v428HrM/lOA9THblwIbAY/9sxG4PKZ+OXCj/fuNwOeH8VhygFda6Hl5Bcg5ys99+lE45/iDPQfAVcA/gFXA+Hp1icAO4MKY13DOIa73PnCr/fso4D9NaGMCsAI4zd5Oij0O+DXwEdYfzlnAPuDkZryftx/N163e9V4GpsVsDwX219un2v7pUq98BFAV+/8spu5U4ACw6lg9Fv3Rn6P1oxkwpY7MGcCXxpgKAGOMH5gK7LLrvwImxez/OdA7ZvsW4B/GmBpjTA3wBtYXLSIyCjjFLsP+d6SInHaUHkubYIwpbYXLfmGM+RlQEafue0DIGPOxvT0TGBfJjDYiHSuIwBjzDXBdE9pwJbDDGLPKPs5rjLkqpv4WrCAybIwpAt4GftmE87aGM4BPIhvGmA3A9Hr7fIH1/+TmeuW/Af7VyHl/DNwKnBrJMivVXmkAptSR2QFcIiLnRgqMMR8bYz6zfy82xuwBEJEk4AbgxZjjT8fKekWsB8bE1OXZQV0kuMuNqa/D7iJcbnff/EtEThCRn2Blfy61u33+n73vQBF5z+4mWyYil8acp7OIvGh3Gy0VkVnxgg0ReVZEquzzJtWr+5XdXTtXRP5ht+vTSBdqTHfmM3b9drvrdpHdNdXH3i9BRKbabVxsd8/1s+u62uePPIYfNv4yHZwxZvdBquu8RsaYXViZm1MPcsz/AQ+KSIZ9THUTmnExsF9EXrO77v4pIicBiIgbOJnG3yt1iIhTRJ4UkTUi8g5wVr36q+zX42P7+TvXLp8iIgER+UpEBojISBFZLyIbRCQ73nuskceyA7g9tqvWGDO13j4GeBb4jYg47etnAMnAzkbOO9QY8y/ga6xgLPYxNbVtSrUJGoApdXCL7ADjExH5BCuYifUfYCGwVKxxYHdFvnRj2WNWdgEu4PcxVd2A2IxPGdC1kbr69bHnHwZcC5xjjLkQ2AsMtr+sXgHeM8ZcYIx5VEQSgPnAP40x5wPXA2+KSH/7dNMBpzFmLHA+kA0Mr3c9wfoCHWef1xtbb4x5wb7uRcBdxpizgXexs3nGmIeB97C6xm7G6qbLNcZcXO+h3QucBpxnjPkWsN9uE8DfgbX2Y7gamBUJ3FpYk18HADuY+RGwFHhLRFx2+T/tYGZOI9fpg/VcPG2MORdYC7wnIpEuRweNv1fquwW4ECt4vBwYXa8+GbjSfq/cAMwGMMY8hPU6zTHG5Bpj1mC9vy/Heh80eI81cv3JwDBgtx0Mfd9+z9T3CpCBlf0DmADMindCERkDfGZvziYmAGvs/d9I25RqEzQAU+rgLrYDjAuMMRdgfWFEGWMCxphrsIKEZcB9wGYRGVlvv2lYX2BrgI8jf/EfpnhfZBVAd6yuMZfdjqWNHH8m0A8rgMEYsxXri+06+8v+BuzHaYwJA3dhZVti/RWr2+79Q7R1sTEm3/79deBsEekVU7/QGFNtjCkzxjwS5/gbscbQheztx4DFItID+A72l7V9jaXATw/RnpYU73UAK8P5J+BXWOPHIhnPnwGbjDE/auQ4N7DMGLPS3v4zVhBxViP7H6wNPwLesru2DfBmvfpvgJdFZCnWa32SiESCudewgnLs91IvY0wezXiP2d2uA7Bev07Af4F37PdX7H4V9vVvt+vOMcYsOchjmm3/Phs4WUQiQVZz3v9KtQkagCnVAowxXxpj7gB6YY3zuifOPgZ4GCsbcaFdvB9rvFBEGlDYSF2kfn+cc+/CylJcj5Vp+yPWl388PYESY0wwpqzQLs/GCgQibcAYs8UYE3vNCViDqsc1cv5YJTG/F9v/xnYNlR3i+J712rLXGLPNLgd4LSY72R8rs9PSmvw62F21Q7Eyc36s5+gCEXkQK2A8WFBQgjWwHrDGgGENOO8JFAFhGr5XGrTBdoJ9TMSBevXzgE+NMWPtPyzACpTAyo52E5EzgMuwMpXNfY9hjPEbY/5pjPkBVvfpWKyMZ33PAOcB92ONa2vMd7GCxk+wgvkK7CxYc9umVFugAZhSR0BExonItyPb9kD6BVhfjthdLyfG1IeAGmoDhS+o21UyzC6L1PUVkUT7XIlYQcYX1CMinbDurvwhVoB3NlYWIJ5dQIbdFRmRDezGCnZ89nbk3CeKSPeYfWcDV2ANhL62kWtEdIn5Pcv+Nz/ejgdpa2xbMu1uxshNDtfEZCfHYN0A0dLqvEb2uKxOWHdM1lcKBLECcYwxhVjda/fYbZtxkOt8TUyXov36pAN7jTE+rOxpY++V+vKJed6A6FgsO9PVBzuwinSRRtjXehMrE/oT+/dmvcdE5G/1zrke2ID9/6JeXa7dltuw7kSNd74zgNn1stGP2e1r7vtfqTZBAzCljkwq8OuYcT6JwA+ASDfKGGLGjYk1KN5B7ViWGcBPRcQjIh6sbqoZAMaYr7G+lCPdaj8F1kXukqvnDKzpETDGFACbgEg3ZwXQSSz/sa+da18Le1D7mcAbdpfja5E2291Cs6ibtao2xpRjdbE9Iwe/G/CcmMHQNwDLjTGNDbCO5xXg+pgu26nAKGPMXuAD7K4y2wxqM4st6V0gQUS+ZW/fBMy1g6s6jDEBrIAlR0Qiwed2rLthhwCDDnKd14HTRSSyzw1AHnXfK+Pt1zETK+Mzs5FzvQlcY7+vhLpds8VYgeKZ9val9Q/Geg/8FBBjTCR7drD3WH1DRSR6B6eIDMXq9m4sYPw9cLP9B0w8P8bK2sX6LzDcHv/VnLYp1TY0db4K/dGf4+UHq6voa6xB5ouBbLt8ItaXaRnWAHawMlIzsebr+gRYCTyOPX8Y1pxGc7ACsqVY48Quqne9u+zjVgH31KvrgzX306f2+fs20ubuWF+6i4H/AXOx59PCGouzzm7jPTHtftdu1zLgezHn6mw/pkh7fxvz+Avs5+BnWF94XmAzMXOXxZwnB2s6gVfsa38K9Itzrtj5ohbZz/sKoAfWTQtT7eOXAo/G7NsVeMs+76fA7w/ymo7n4POAnWY/v6VYdxrOrVd/Skwb5gOZBzlXKtYYuQ32/u9g3Tgw037Mn2C/p+IcexnwpX3c+8DAmDoBnsAKYlYB1x+kDQnAU1gD+T/A6vquiTwu4IdYwd37wKMxz3mXmHNsAa5qynsszvXHAR/aj3Wx/dxdZtdlxzzXb8Q5ts7/M+B3WF2oc+rtNwcI2a/X+U1tm/7oT1v5EWMMSinV0sSa+byPMWZ8KzcFsWa3v6AttKW9EJH3gCuMPQ2KUqplJRx6F6WUUscDERmINVavDNiqwZdSR48GYEqpFiciv8Lq9vOIyP8zxjzayk1STZOGdZNFPsd2Sg+ljjvaBamUUkopdYw1KQMmIiuwBnCCtSbaxfb4jgtidnvUGPOhvf89WANRM4APjDHz7PLRwG+BbVgDaO82deciUkoppZTq8JraBfmeMSanfqGpncAvSkTOBC40xlxm35q/XkSWYI0p+DvwbWNMgYj8GfgFjSw7oZRSSinVUTU1ABspIvcBSVjLjywAEGthXx/WfCvPGGvB2e9j3XKMMSYgIhuwbhFeByQZa44WsG4V/jmHCMCysrJMnz59mvWglFJKKaVaw6pVq4qMMQebHxFoegD2uDHmc3syxCUiUoE1B8t2Y0yViPwGazmJCVhdixtiji23ywqxJoSsX96APYD3VwC9evVi5cqV8XZTSimllGpTRGRHU/Zr0kz4xpjP7X9DWBMeXmiMWWeMqbJ3+Qi4yP59P5ASc3iqXdZYebzrvWCMGWOMGZOdfcggUimllFKqXTlkACYiQ0RkQkzRQCBXRJ6oX2b//jbWOlyRtcyGYc22nQd4Y9aUOxdrzTyllFJKqeNKU7ogy4HIgsKpWIvgzgZGiMhTWFmskVh3N2KM+UxEPhaRx7DugpxojCkFEJGfA4/a6Tkn8GpLPyCllFJKqbauzc8DNmbMGKNjwJRSSh3vAoEAu3fvpqamsTXL1bHk8Xjo2bMnLperTrmIrDLGjDnU8ToTvlJKKdUO7N69m5SUFPr06YOItHZzjmvGGIqLi9m9ezd9+/Y9rHM0aRC+UkoppVpXTU0NmZmZGny1ASJCZmbmEWUjNQBTSiml2gkNvtqOI30tNABTSiml1GGpqKhgwoQJjB8/vtnHbtq0iWuvvbblG9UEN954I1999VWrXDtCAzCllFJKHZaUlBSuv/76wzp28ODBzJ49u4Vb1DQvvfQSp5xySqtcO0IH4SullFLtzJT561i/t7xFzznsxFQe+sHwg+7z8MMP4/f7SUxMZPXq1bz11lt16isqKrj77rvp168fO3bs4Lvf/S5XXnklc+fOZeHChfTp04eVK1fy5ptv8vTTTzN9+nS2b9/Oyy+/zOTJk7nzzjvJy8tjw4YNvP3226SmpvLll1/y0EMPMWbMGGpqapg9ezZPP/00V1xxRfS6r732Grfffju///3vqaio4JtvvuGpp54iGAxy4403csIJJ9C3b1/mzJnDq6++yoMPPsj48eMZP348GzZs4IknnmDo0KGsWbOGH//4x3z/+9/nb3/7G5s2bSIrK4uysjKmTZvWol3AGoAppZRS6pDef/99VqxYwTvvvAPArFkNl3J+7LHHGDhwIHfffTc+n4/+/ftz/vnn89prr3HVVVfxi1/8gmXLlgFw++23M336dMDqEnz11VcZPXo09913H7/97W/58MMPufrqq7nlllt49tlnOfPMM1m4cCHLly+vE3wB3HDDDTz44IOMGzeOAQMG8K9//Yt7772XOXPmcPPNN/POO+8wbdo0brnlFjIzM7nggguix95000089dRTnHHGGRQUFLBq1So2bNjA008/zfr16xERxo8fz7x587jyyitb7PnUAEwp1aFsLaykT2YyTocOVlYd16EyVUfD6tWrGTBgQHR7woQJcfeJlLvdbjIyMsjNzWX69On88Y9/5JlnnuGyyy7j7LPPjptNGjRoEADZ2dlUVFjLR69bt46BAwcC0K9fv4O2MVI/YMAA1q1bFy0fOnQoAP379z/o4+revTuXX345c+bMweFw8PjjjwPgcrkoL2/ZjKOOAVNKdRi7S6q5+M+Lefy9ja3dFKU6nFGjRrF169bo9ksvvYTf7290H5/PR0lJCQMHDmTdunW8+OKLLF++nIULFzY6AD5eUDZs2DA2b94MQF5e3kHbGKnfvHkzw4YNO+h547V5z549zJ8/n5EjR5KUlMSkSZOYNGkSt956K6NHjz7otZtLM2BKqQ6j0hcE4IUlefzu4oEku/UjTqmWcskll7BixQomT56Mx+MhMzMTn8/H66+/zurVq1m2bBmTJ09m4sSJPPLII+zcuZPnnnuO9PR0li9fzooVK+jUqRMjRoxgxIgR/PWvf6WsrIzZs2eTlZXFjh07eOmllxg/fjxLlixhzZo1XH755cyYMYMHHniAM844A7fbfdBgauHChbz88st89dVXPPPMM+zbt4/58+dTUlLCokWLuPjii1m7dm30/N/5zneYNWsW06ZNY/DgwezevZvJkyfTo0cPbrnlFiZOnEhKSgrFxcVMnTq1RZ9PXYpIKdVh5O6v5NvTFwPwmwv6c++lQ1q5RUq1nA0bNkS70o4nX331FUOHDsXj8bBkyRJee+01Zs6c2WC/Pn36sH379mPatniviS5FpJQ67gTD4dZuglKqha1du5bnnnuOwYMHs3nzZh566KEG+7zxxhuUlZXx17/+ld/85jet0Mrm0wBMKdVhBEO1Gf0uyYmt2BKlVEu5/vrrDznX2HXXXcd11113jFrUMnQQvlKqw/CHajNg6Z00AFNKtV0agCmlOozYDFgwpN2RSqm2SwMwpVSHERt0BcNt+wYjpdTxTQMwpVSHEbCDrjGykQRvUSu3RimlGqcBmFKqwwgEw7gI8pb7YX68+Nut3RyllGqUBmBKqQ4jGA7TRwoAcBCGQE0rt0ipjmfGjBnceuut5OTkcMMNNzBp0iTmzZvH6NGjOfvssxvs/5Of/IRhw4bVWbg7HA7Tu3dv5s6d2+zr79q1i6uvvpqcnJwjeRiUlpbyyiuvHNE5joROQ6GU6jD8IUMGFbUFlfsgo3frNUipo+XdSVCwpmXP2X0kfO/gs72Xl5fzwAMPsH//fkSEYDDIbbfdxhVXXMHcuXNZv34977zzDpdddhlgzeG1Y8cOhg0bxjXXXBM9z3vvvcd5553H888/z7hx45rVzJNOOokf/OAHRzzpaiQAGz9+/BGd53BpBkwp1WFU+YIkS0zWq3Jf6zVGqQ7I7XZjjGH69OkUFRWRkJDAjBkzovU5OTl1JkqdNWsWN910U4PzfPTRR8ycOZPVq1ezbdu2g17ztttuY8qUKUyaNIlnnnkmWp6bm8u9997L2LFjWbBgAQChUIg777yTRx55hLvuuosXXngBgCeeeILOnTvz5JNPct1113HVVVfxwgsvsH37dnJyclixYsURPS+HQzNgSqkOYW+pl4qaACl4awv9Va3XIKWOpkNkqo4Wt9vN4sWLmTp1KlOnTmXw4MHcf//9XHrppQBcdtllTJkyhfnz59OrVy+GDBlCYmLdOfn27NlD79698Xg8TJgwgRdffJHHHnss7vVKSkqYN28ey5cvp0ePHixbtixaZ4xh2rRprFy5kilTpnD55Zczc+ZMAoEA999/PwAjRozgvPPO45577uG5557jkksu4Y477mDlypVkZWWxbNmyI+7KPFyaAVNKtXsbC8o5Z+pHPPtRLp0lJgALeBs/SCl1WIYPH87rr79OQUEBv/vd77j66qspLi6O1k+ZMoWcnBxmzZrFjTfe2OD4N954g507d5KTk0NlZSWvvvoqgUAg7rUyMjJ46qmnuPnmm7nggguorq6O1g0YMACArKwsKiqsoQerV6+mX79+0X369u3L2rVro9uRdRvHjDnkUo1HnQZgSql2r7Ta+vAurwmS4fLXVgSqGzlCKXU4tm/fzoQJEwBwOp1cddVVuN3uOvtceumlJCUlMXLkyAbZr3A4TFFREU888QQ5OTk8+eSTDB48mHnz5sW9XmlpKdnZ2bz77rs899xzTJw4MVonIg32HzVqFFu3bo1ub9u2jZEjR8Y9xul0Yow1dc3XX3/d1KegxWgXpFKq3UtMqP1bMtPpg5C9oQGYUi0qLS2N4uJi7rzzTtLS0ti2bRuPP/44X3/9NatXr2b69OlMnDiRpUuXAtY4rfnz57Np0yYWLFjAokWLyMvLo6ysjLS0NPLz83E6nTzyyCP06NGDs846q871QqEQTz75JJ9++ilFRUXccccd7Nu3j/nz51NSUkJubi5///vf2bFjB4sWLWLChAncdddd5OTkUFJSwu23386QIUOYM2cOZWVlPPLII9x33324XC5OOOEEPB4PEydOZNiwYYwePfqYPpcSif7aqjFjxpiVK1e2djOUUm3YZ3nF/OQFaxDt/Qmvc3PCu1bF96bBmbe0YsuUajkbNmyIdqGptiHeayIiq4wxh+zj1C5IpVS7F7vsUGe8VNDJ2tAMmFKqjdIuSKVUuxeIWQMyU8rJD2eQ4qjWQfhKtSNLly4lNze3TtnYsWOjg+07Gg3AlFLtXjBUmwE7O2k3H3oHcpIpxOOvpuEwXaVUWzR27FjGjh3b2s04ZrQLUinV7kUyYF0op7N/P2vDfanGjdEuSKVUG6UBmFKq3QvYY8C6ywEAdptsvLjBrwGYUqpt0gBMKdXuBe0MWKaUA1BkUqkxiZoBU0q1WRqAKaXavcgYsEysAKyYVLwk6iB8pVSbpQGYUqrd89sZsCwpA6DYpOHVMWBKHRUzZszg1ltvJScnhxtuuIFJkyYxb948Ro8ezdlnn91g/5/85CcMGzaMt956K1oWDofp3bs3c+fOPei11q5dy0UXXcQrr7zS0g+j1eldkEqpdi8YDcDKCTsSqSAJr9ExYKrjevzzx9l4YGOLnnNIlyHcd8Z9B92nvLycBx54gP379yMiBINBbrvtNq644grmzp3L+vXreeedd7jssssAK4DasWMHw4YN45prrome57333uO8887j+eefZ9y4cY1eb8SIEZx//vkt8wDbGM2AKaXavchErJmUEUzK4udn9caLG9EuSKValNvtxhjD9OnTKSoqIiEhgRkzZkTrc3JyeOihh6Lbs2bN4qabbmpwno8++oiZM2eyevVqtm3b1uTrb9iwgZtvvplp06Zx0003sWHDBkpKSrj00ku5/PLLmTx5MhdeeCEvvvhi9Jjbb7+dW2+9lUceeYRzzz2X8ePHU15efpjPQMvRDJhSqt0L2GPAsqSMYFImA7um2GPANAOmOqZDZaqOFrfbzeLFi5k6dSpTp05l8ODB3H///Vx66aUAXHbZZUyZMoX58+fTq1cvhgwZ0mBB7j179tC7d288Hg8TJkzgxRdf5LHHHmvS9W+66SaeeeYZxowZw2effcaECRNYtmwZkyZNYvLkyfzxj3+ksLCQiy66iF/+8pcsWLCALVu28O671vJk7733HuPHjyc1NbVln5jDoBkwpVS7F50HTCoIeTJxOASvSYSgZsCUamnDhw/n9ddfp6CggN/97ndcffXVFBcXR+unTJlCTk4Os2bN4sYbb2xw/BtvvMHOnTvJycmhsrKSV199lUAg0KRrr169mn79+gEwYMAAvvnmm2jdoEGDAMjOzqaiogKAdevWMXDgwOg+kWPbgiYFYCKyQkQ+sX8W2WVdROQFEZkkIrNEpFvM/veIyB9E5FkRuSKmfLSIvCgivxeRJ0VEM3BKqSMWGQOWShUhdxoOAS8e7YJUqoVt376dCRMmAOB0Ornqqqtwu9119rn00ktJSkpi5MiRDbJf4XCYoqIinnjiCXJycnjyyScZPHgw8+bNa9L1R40axdatWwHYsmULo0ePjtaJNFz3YtiwYWzevDm6nZeX17QHegw0NQB6zxiTU6/sMWChMeZNEfkB8CfgehE5E7jQGHOZiLiA9SKyBCgD/g582xhTICJ/Bn4BzGqRR6KUOm5FJmJNES/GnYJTBC+JSKAajIE4H8xKqeZLS0ujuLiYO++8k7S0NLZt28bjjz/O119/zerVq5k+fToTJ05k6dKlAOTm5jJ//nw2bdrEggULWLRoEXl5eZSVlZGWlkZ+fj5Op5NHHnmEHj16cNZZZ9W53tq1a1myZAlr1qzhO9/5DrNmzWLatGkMHDiQTZs2MXPmTHw+H6+//jqrV69m5cqVrF27lrKyMv79738zbtw43n33XX75y1/Sv39/3G533ECtNYgx5tA7ifwb+BxIAr4wxiwQkV3AOcaYXSLSBcg1xnQRkT8AfmPMH+xj5wEzgXXAB8aY/nb5OODnxpjGb38AxowZY1auXHkED1Ep1dE9umA9L366jU3uX1B1ys0s7PlbdvznYe5xvQn3F0JC4qFPolQbt2HDBoYOHdrazWh3li1bxjnnnAPAxRdfzMsvv0yvXr1a5NzxXhMRWWWMGXOoY5uaAXvcGPO5iDiBJSJSAXQFKuz6ciDD7lLsCmyIObbcLiuM2T+2vAER+RXwK6DFniSlVMcVCBkSCeCWAJXuVBwi1GAHXYFqDcCUOo499NBDXHzxxVRUVHDFFVe0mbiiSQGYMeZz+9+QiHwKXAjsB1KAUiAVKDHGBEUkUh6Rau/bWHm8670AvABWBqw5D0gpdfwJhMKkYN3xaNypOB1Ya0GCNRt+Unortk4p1RRLly4lNze3TtnYsWMZMGDAEZ33ww8/PKLjj5ZDBmAiMgQ41xgTGas1EJgLLADOBnYB59rbAG8DD9nHJgDDgMgYMK+IdDfGFNQ7RimlDlswZEgRe8oJOwNWbSIBmE5FoToOY0ybGcPU0saOHcvYsWNbuxlN1pQhXAfTlAxYOfB9ETkRK2u1C5gNvAs8LiKDgP7A3XaDPhORj0XkMSADmGiMKQUQkZ8Dj4rIDsAJvHpErVdKKSAQDtMZ645H407BYQ/Ctyo1AFMdg8fjobi4mMzMzA4bhLUXxhiKi4vxeDyHfY5DBmDGmL3AVXGqDgC/bOSYJxop/xqY0JwGKqXUoQRChhSxAjDxpOI0Qk1sF6RSHUDPnj3ZvXs3hYWFrd0UhRUQ9+zZ87CP13m4lFLtnj8YItUeAyaeNBw1WBOxgmbAVIfhcrno27dvazdDtRCdCV8p1e4FQqa2C9JjdUFWawZMKdWGaQCmlGr3/MFwdBC+wx6EH70L0l/Vii1TSqn4NABTSrV7/mA42gXp8KTidAi+yCD8YE0rtkwppeLTAEwp1e75Q2G6SzGFJhWHKxGHQ/AZe4hr0Ne6jVNKqTg0AFNKtXv+YJieUkS+ycQhgkPAj8uqDPlbt3FKKRWHBmBKqXYvEAoz2LGLLaYnThGcIvjRDJhSqu3SAEwp1e75gyGyKGOvycThABEj8RS3AAAgAElEQVTRDJhS6qjz+kNc+8JyNu+rOPTO9WgAppRq95xBL04xVJokKwPmEEI4CRnRAEwpddQ8tWgLK/IO8PD89c0+VgMwpVS75wpZU01UkoTTITjtT7YACdoFqZQ6amYs3gpYNwI1lwZgSql2L9EOwG6/7FREJLpOnh+XZsCUUkddUAMwpdTx4L9f7WHB6vzotidUCUC37K4AOO0AzEcCRjNgSqmjLBAyzT5G14JUSrU7d/zrawAuP/lyAJJCleAEPGkAOGIyYCboQ1qllUqp40VAM2BKqePJM4u2EAobUuxZ8KMBmP3J5jcJmKB2QSqljq4qf7DZx2gAppRqt/784WZrGSKx13uslwHbmOjiBd9OAqFAazVRKXUcqPKFmn2MBmBKqXbNH6pdBzISgDkdAo5qHurh4K+hAt7Z9k4rtlAp1dFV+TQDppQ6zuwsriZVqghLArg6AVYGzJW6Bq/9Cffhjg9bsYVKqY7OF9QxYEqpDm5ncXWd7R88u5RUqgm4UsDuenQIODy76RSCn4WSWbZ3GRX+5s9UrZRSTTG4W0qzj9EATCnVrjzz0RYA0qmgtxQAkCrVGHdadB+nQ3Am7aGXL4FLgi4C4QALdyxslfYqpTquFLc1mYSh+dNQaACmlGpXQsb6oHsz8WEWuyeSSIBUqqLjvwBC4QAO9z5O9LkYEQjTJ7UPb256s7WarJTqoGqCIVKp4vGKyZQvmt6sYzUAU0q1K50SnQAMcuwBoJfsI1WqCbtTo/vsrNqGSIjuvkQk5GfcwHGsLV7Lvqp9rdJmpVTHEwobAiHD2Y51nBJeR+qnU8g/UN7k4zUAU0q1K0kuJ25q5/Y6UYqtuyBjMmB7KrcD0MWXhAT9nHPiOQAsz19+TNuqlOq4agLW1BODZHe0bOZ/P2jy8RqAKaXalVAYusuB6HZ3OUCqVGFiArD86t0YI3QOeJCwj0EZg8j0ZLIif0VrNFkp1QGVea35Bfs79kbLtuVuaPLxGoAppdqVQCjMkKSy6PYoybMyYDFdkHurdmOCqYRNIoT8iAindTuNVftWYUzzB8sqpVR9RZXWOrNZTi97TRfAysg3lQZgSql2JRAK01WsAKzIpHKNcwlJ4q/TBZlftYewPxM/LiRkdVee1u00CqoK2Fu1N+55lVKqOQ5UWZ8tKU4/u0xX/MapAZhSquPyh8KkO6y5wO4I/Ba3WN0AkhQ7BmyXHYAlRAOwMd3HALBq36pj3GKlVEcUDFnZdA8+qoyHAtOFE6WoycdrAKaUalcCIUOaWAHYF+HB0XJJPREAf8hPie8AJpiOHxeOkA+MYUD6AFITUzUAU0q1iMiUOB7jw0sie8nih85lTT5eAzClVLsSCIZJowq/JOIjMVruyOgNwIEaa4C+CabgM9YkiYT8OMTBqd1O1QBMKdUiIuNJ3fiowU2J6dys4zUAU0q1K4FQmFSpotphLf1xwP7Qc2QPAqCwuhCAa08djh+XdVDQGiw7ptsYdpTviO6jlFKHK2Qv/+g2frwmkWRqmnW8BmBKqXbFHwqTQhU1Tivwusafw2/9t+NMtBbiLvJaYzD6ZnTHT20GDGBU9igA1hWvO8atVkp1NJEuSLfx4cXNetO7WcdrAKaUajeMMXy6pYjkUCVep5UByzMnsiB8Fg6HtRB3UY0VgKW7MxtkwAZmDEQQNh3YdOwbr5TqUKwuSIMbawzYn4M/5irflCYfrwGYUqrd+GybNb7L4S+jJiEl7j5F1VYAlpqQgT86BswKwJJdyZyUchIbD2w8+o1VSnVoobDBTQAnYWqMmwAJfGUGNvl4DcCUUu2G128t/ZFGFUFXatx9irxFZLgzSHAmxGTAapcuGp45XLsglVJHLGzAYy+L5o25IaipNABTSrUbkW7GNKki5Lbm/RKB8wZmRfcp8haR1SkLh0jMGDBftH541nDyq/KjY8WUUupwhMOGJKzPlmo8zT5eAzClVLvhFEEIk4I3OvP9FaNO5PUJZ0b3KfIWkeWJBGANM2AjskYAsK5Is2BKqcMXNsZahQPwGs2AKaU6MIdACl4cYsCTDtTORh1R5C0iKykLEfBFArCYDNjQLkNxiIO1xWuPWbuVUh1PyNRmwGq0C1Ip1ZEFw4ZUexb8sDutQb0xpk4AFh2EH6wNwDq5OtE/vT9rizQAU0odvrpjwNzNPj6hqTuKSBLwGfCBMeZuERkP/BqiM4/NMsa8bu/7c+AUIARsNcY8b5f3AR4AcoE+wF3GmMpmt1opdVwKhKxZ8AFC7oaD8CsCFfjDfrKS6ndB+ursNyJzBJ/s+gRjDCJy1NutlOp4wmFDklifLUe7C/IR4Kt6ZdcaYy6wfyLBV0/gbuBuY8y9wM0iErkvcwbwvDHmj8Ba4L5mt1gpddyKzIIPEEy0MmCG2i7IyBQUkQAsXhckWOPASnwl7KnccwxarZTqiEJhQ1K9DFhnd5PzWk0LwETkeuB/wLZ6VbeJyN0i8qCIdLHLvgusMpFFkmA58D0RcQEXAl/Y5f8DLm9yS5VSxz1/yJBqZ8ACroZdkJE7GxuMAYsZhA/WnZCAjgNTSh22sDF0sseA/e3GsQD87MxeTT7+kAGYiAwDhhpj5tarWgw8boz5E7ASmGOXdwUqYvYrt8uyAG9MYBYpj3fNX4nIShFZWVioa7YppSyBYJi0aAas4USs0QCsUxYOAZ+JBGB112gblD4Il8Old0IqpQ5b2Bg8dhdkr25ZfPnAd5h06ZAmH9+UDNhVQI2ITALGAmeIyB3GmG3GmEh09BHwLRFxAvuB2E/GVLusCEiS2gEXkfIGjDEvGGPGGGPGZGdnN/nBKKU6tkAoTCrWIPxIBszE3ARZ6LU+kqwMWONjwFxOF0O6DNGB+EqpwxY2RLsgcXWiS3JidK7CpjhkAGaMedQY87AxZiqwFPjcGPOkiPxRRCKdnQOBbcaYEPA+cFpMoHU28K4xJgB8DJxul58LLGhyS5VSx71AyMqAGXGQnm5NQ9EnKzlaX+wtJtGRSIorpe4YsHoZMLBmxF9fvJ5QOHRM2q6U6lhCMROx4kpq9vHNuQvyauB8IFFEfgoUAH8TkW3ASOB6AGPMbhH5E/AXEQkBM40xW+zT/Bp4UEQuAXoBE5vdYqXUccsfMqRRhXGncWb/bF6+8XTGDqidBb/QW0h2p2xEBCH+PGARI7JG8M9N/2Rb2TYGZAw4Ro9AKdVRmJiJWElo/kz4TQ7AjDH/Bv7dxH3/Dvw9Tvl24KamXlMppWKVVvvpL1WQZGW/LhxcdxhpobeQrCQrIHOIEMRJ2AiOYPwADKyB+BqAKaWaKxQGDz6Mq9NhTWejE7EqpdqNZz7KJY0qxNPwDkiAwupCspOscaPW56HdDRmnC7JPah+SXck6DkwpdVjCxpqGQg6j+xE0AFNKtROhsDXaPlWqoxmw+iJdkGBlwMDuhoyTAXM6nPRO7c3uyt1HqcVKqY4sbAydxAeuTod1vAZgSql2obTaGmvRWAasJlhDhb8imgFz2J9ujQVgAN07dWdf1b6j02ClVIcWDBs6if+wBuCDBmBKqXbCFwwDWPOAeRpmwGInYQWwhuGD3zQegHVL7qYBmFLqsPiDYZLFrxkwpVTHFgnAUonfBRmZA6y2C9I+rpExYADdk7tTEaigKlB1FFqs2rtw2HDPnG9YkVfc2k1RbZAvGLIzYBqAKaU6MF8whBs/bglAnC7Iwmo7AIsOwo8ZAxbyN9gfoFunbgCaBVNxrc8vZ86q3Vz7worWbopqg3yBsLUYt3ZBKqU6Ml8gTJq9DmS8LsjDzYABFFQVtHBrVUdQXFUbuJvYJReUAvyhsDUTvgZgSqmOzBcMk2qvAxmvC7LIW0SCJJDutuoiGTA/LgjED8CiGbBqzYCphiprgtHfI13gSkVYGTDtglRKdXC+YCgmA9awC3J/9X4ykzJxiPWxFsmA1ZjEuDPhQ20AphkwFU+VrzYAqwnoklWqLn8ojBvtglRKdXA1gbA1BxiAJ6NBfZG3iK6damfGrzMPWCMZMJfTRaYnUzNgKq7KmACs2q8BmKrLFwzhMTWaAVNKdWyHyoDFLkME4HDUBmCmkTFgYI0D0wyYiqfKFySLMv6V+DCdFv0ewtoNqWr5AmHcxgeJGoAppTowXyBszQEG8ceAVRdF74AEcEUCMNP4IHywBu1HBvArFavSF+RHzsWc6dhI+pqXYMf/WrtJqg0JBf0kENIuSKVUx7avoobURjJggVCAEl9J9A5IAKcdgNWQ2OhErAAZ7gxKfaUt32DV7lX6ggx17LCCeIDiLa3bINW2BLzWv9oFqZTqyKa9t4k0qcK4OoHTVacuMgt+bAYswWl9vFnTUHgbPW+6J53SmlKdZkA1UOUL0lfyWRUeaBcUtW6DVJsiAXtMqmbAlFIdXSrVmCbMAQaQ4Dj4YtwRGe4M/GE/3oMEaer4VFrtp4/sY5M5iSpHCuEKvVlD1XKG7KENmgFTSnV0aVKFHGQZothB+AlOuwvSJCLhIISCDY4DovOGlfhKWrq5qp2rKN5LinjZbrqTH0xhX8Hu1m6SakMckT/aNAOmlOro0qQKiZcBs5chip2GIsER0wUJEKyhJhBqMJ9Thj2lRWmNjgNTtdbuKcNxIA+AbaY7xaTiqNKbNVQth2bAlFIdXShsjc86KSnQ6ELcDnGQ4a6dH8wZ7YJMtAqCPkY89D6n/eHDOsdGMmA6EF/FmvruRvo68gE7ADOpeAL6HlG1XCEdhK+U6uD89jIwqVTGnQOsyFtEpicTp8PZoK4mGoDVEAwbqupNqKldkMenQ910MfqkdPrLXozTzW+uvJBS05lEvwZgyhIOGxLCkQxYbRfkf3P/2+RzaACmlGrzIgGYO1gZfyHu6rqTsMaKTiHQyFxg2gV5/Mkv89J38jssWJ3f6D7vrMlnWMJeJGsQ3zu5B6V0xh0oA71bVhGzEDdEM2DBcJBHVzza5HNoAKaUavN8oRAOwiSG4mfACr2FdcZ/1TnWHgP2weodcetTElNwiEMzYMeRTzZZY7kWboh/V2M4bMgrqmKwYzd0HUKC00GZScZhguCvOpZNVUdBtT8Y/aPucPmCYZLEvrvazoBtK9tGTajxSZ/r0wBMKdXm+QLh2klY44wB21+9v9EALNIF+ewHa+PWO8RBujtdM2DHEa/dDZ2W5Ipbv3hLIcl46RouhOwhuJxCFR6r0l95rJqpDtPeUi9nPLqQ3P0VceuHPfg+176w/Iiu4QuG8NTLgK0vXt+sc2gAppRq8/yh2IW46wZg1YFqDtQc4MTOJ8Y9NpIBi35YxpHuTtdB+MeRyE0dkRs16tt1oJqBssfa6DoUl8NBhbHH+fg0AGvrFm3cz/4KH7+fu5ZAKH6m68udR/b/3R8Mk0TdDNj64vUkJTR9SgoNwJRSbZ4/GG50Ie7IQtonJJ/Q4Lgz+naJjgFzS6DR82sAdnwJ2eO4EhoJwArKahjk3GttZA/B4RC8Yt/p5is/Fk1URyDVkwDA59sP8MT7m47KNXzB2DFgtQHY0C5Dm3wODcCUUm2ePxgmtZGFuPdWWV+U8TJgN53bN9oF6ebgAZiOATt+RDJgjoMEYEPdxSAOSO8FQI0jkgGL362l2o68Quuz4nzHN2zM23ZUruELhOksXoLOJHA4CYVDbCrZxLDMYU0+R8JRaZlSSrWgKn8wJgNWLwCrtAOw5IYBmNMhTeqCzPBksKZoTQu1VrV1PnsAdiPxF/llNVzpKgZ3z+i6ozXOZKtSx4C1abn7K3hq0RbuSfgnv02YB0UAZdH6llrz1RcMkUEFQXc6CcCOih14g16GdBnS5HNoAKaUavMqa4KkSfwuyL2Ve0lwJNRZBzLC6agdA9aUDJgxBpFGvpVVh+GzV0MIhuN/GReU19CT/ZDRu/YYRzKE0QxYG/ft6UsAw7XOj2sLA158ksiVz/6Pn57Rq0Wu4/WHyJAKQvbkzxuLNwI0KwDTLkilVJtX6QuSij0IP04XZPdO3XFIw48zp8NBjbG7ICXAybKVXyfMb7BfhieDYDhIdbC65Ruv2pzymiAXO1bRrWx1g7pQ2LC31EvXUAGkWwHYropd7Ok2hwezuhCsKauzvy/kIxQONTiPaj0ncIBMqeCbcD+roHIfW/ZVsrGggofmrWuRa9z06hdkSCUmyQ7ADmwk0ZFIv/R+TT6HZsCUUm3eVztLOUGqMI4EpN6yH/mV+Y3eAemUul2Q89wPWBXh5yBm1vw0t5VVK6kpIdmVfBQegWorxr/8Oes2beELz59hI1DzPfCkRus3FpRDsIaUQBFk9CYQDnDv4nvxebbzH09n+uxbwU/8v+DB9xfw0e63caWuo39af1685EU6J3ZuvQd2jJRU+Sms9DGoW0prN6VRJzusNTyXhYczypEHNeX4gg3nDzwSNYEw6YmV0MnKeG04sIEBGQNwOeJPbRKPZsCUUm1eflkNXSiH5Gyo10WYX5VP9+TucY9zOGrXgoztgjT1shiRNST1TsiO75NNhQxw7KktWP5snfqdxdX0FHvR7fTe/F/u/7G2eC2pZTfyreoa/lKykrNmn84HB3IIuNdyStdT2HBgA3d8cgeBUOPd3B3F959ZyiV/WdLazYgrMr5rpCOPgHHyWdjuDqwpO+KJV+PJkAqkUxcAtpZuZWD6wGYdrwGYUqrN8wVD9OvkRTrVXW4oGA5S6C2MOwUFWBkwv53od0vtIPxw1YE6+6XbA/tLavROyONBP7GWINpn0iFvcZ263SVeTpL9AJj0XszeOJshXYaQHDqNO0ucXFScim//JdTsvZrK3HuZdu6z/OHcP/BZ/mc8vOLhY/5YjrU9pd7WbkKj/PacXyNkO5Wp/Sk09nAFX3m0DmCo7KCn/RofjuJKH4I1NY6rcxZlvjIKvYX0T+/frPNoAKaUavM+3VJEuimF5LoBWGF1IWETbjQDluAUDA58xoUnNgNWXVxnP82AHR/C9qD7AbKHauNmXugc2PsVxGSu9pR6Ge6y5pb7wlSxuWQz1w6+lsQEB0Yy+FGJwV98EYGy0yHciWv+tpQf9Ps+E0ZM4L+5/2VtUfwVFzqC/RVNX2anNZR7gwCcllxIRu+TueTUQVZFTAbse47PeNc9mfmJ9x/2dZbmFpFKNU4xJKZkkVdmdXlqAKaU6lA25FsTX7p9JVYXZIyCauuLstEuSLu70ocLT2TWasBUH6DPpAWMfOh9cvdXRjNgGoB1bGVeK9A607GRL8MD2J7QD0I+OJAX3aegrIaRiXshuSsvbPon2UnZfL//90lwODhAOllSOxHraMnlzfKfE/jkCX558i/JcGfw9JdPH/PHdSx8ubOEMx5dFN0ONXIHaWvKK6zEg4/ONfmQNYigyx6nVlPOyu0H6EoJf0t8CoAMqWTLlo2HdZ3ymiAZYt8N26kLW0u3AtAvrekD8EEDMKVUG+e1pwzIlPIGGbD8SqsrqdEuSEdtANZFaqcPCFZaGbAKX5CfvbiCFFcKTnFqF2QHV1jpI4Nyhjl2sDpxFGsD1s0bb77zAVsLK3lxSR6lXj+DTR5fde3HZwWfMX74eNxON4lOB/tMKtkSCdINOa5XyZBKvKtmk+xKZsLICSzPX866opa5064t+WhD3S67ozGm6kgVVfrpKwUIBrIGEkyMBGBlPL8kjzMcVsC1JDQSv3Gy+/3DC5arfUF6SJG10bkbW0u3kpSQ1OjNQI3RAEwp1aa5Exy48dNZahoEYIfKgEUCsBAO+sveaLlj9xfR31M8CYgIae40zYB1cBsLKjjLsQGALsO/zaaQFbjv2vw1F/95MY++s4Ftebn0DW7j+SShi6cLPxr8IwBcCUJ+MJVMqSCBINc7P2S0Yytek0ii1wpOfjjghzjFyaKdi+I3oB179uNcAFKpYqjsaJMBmDcQql3DM2sgCQkuqow7unzUcMd2/MbJTYF72GB6079q1WFdp8of4nTHJow4oMep5JXl0Tetb9ypcA5GAzClVJsWChsysbt96ndBVhWQkpjS6NQRkQCsu5Qw3LEjWu7YXztOJzPZDVjjwDQA69hun/0V5zjWEXYlsyVhADW42SdZ9HUURPc5z7mGLzxu/ufdwy+G/yK6uLLL6WCn35pm4nzHav7geoVFoVN4KjgOT6gSvCWkudM4rdtpfLzr43iX7xBmuP7Cu+7JBPdvaO2mRIXDhv0VNXj9QcY4NmFcnSBrMAkOB+UkE/Za/69PlGIKTBeCOPlbSjfece/FBBtfIaO+mkCInHnr2HWgmrOdG5HuI8GTRm5pLv3Tmjf+CzQAU0q1cYFQ2Op+BKh3F+TBpqAA6y5IgDXhPtGy3SYLR/mu6LbbZX0MpnvStQuygzsxzcM5jnXQ+xx+faE1RcGWYLfoXZEjJI+bnG8zNTOL7p2687MhP4sem+xOoCBs3azxM+ciwkbYcf50qjrbM6uX7gTggpMuILc0l10x77GOIpEA5zjXA+D+/G+t3Jpab63azRmPLmLljhLOdawldNI5kJBIglOoMEnRaWf6J5aSTyauLkv5X9c9PJeRzrxNbzb5Osvzinll2XYWfLWdUZILvc+lwl/B/ur9zZqANaLJAZiIJInIahH5k73tEZFnRWSyiLwkIoNi9v25iPxZRKaJyC0x5X1EZJZ9zPMi0vFnrVNKHZFAyJAp9rxd9TJgeyr30CO5R6PHRjJg80LnRMvWhfvg8BYjWF0o7gTrY1AzYB2XMYaPN+6nn6eC/o58HP2+RXaKGxHIMycy2rGV65wLedt9P590qWRzopN7z7gXT4Ineo60JBc7TDcAvu38io2mF1ePHUmFx37/2QHYhSddCNChsmC+oDUO8xSxuiFLTGfMhnnQQusqHqm8ImuZss++XmO9vv0vAMDlFMpJxtSUIQInJZSwyZGOO2shXSq7MsDv519b5jb5OgcqrWzZSMmz1pbtfU70DsgB6QOa3e7mZMAeAb6K2b4D2GmM+SPwF2AWgIj0BO4G7jbG3AvcLCKR2clmAM/bx6wF7mt2i5VSx5VAKEwm9gD65MxouTGGPRV76JFy6ACshNpZu9eF+yDhmKWNsPZJ96RrANZBvbe2gBtf+YLMws+sgr7nA1b88HF4NACPul7ia3ciz6encrLndL7T+zt1zpGW5GKn6RrdXm96k5bkoqqTPfC6xOri7pnSk4EZAztUAFZZY03vcK5zDUHj4NngD0kxlVC8tZVbZklLsmafP9dh3fwQCcASHA7KTDKmugQxYRL9+/l7tzKQIN32n864iirWlG2J3sV4KHvtOdDOtMcR0uvs6LFHrQtSRK4H/gdsiym+HFgOYIxZA4wSkVTgu8AqU7vk+HLgeyLiAi4EIqNf/2efQymlGhVsJANW4iuhOlhNz849Gz02Mg3FAVMbgG03Vpdlln3OsP1Rle5Op7SmFNNG/qpXLafCDiDOcazH60yFbiOjdR+HT2GcL4e3zOnckt2bYCCT7/dvmBvo7E7ARyLlxhoTdtaZVlY14EqjSjpFM2AAF/S8gC/3f0mZr6zBedqjSp/1/I2Wraw3vVkSPtmqiLmZ5Vi04ZG311NltyVWtd9+fZ1rqXSmQdfhALgSHOw36UjlPrIp5YX0zuR3qsK37wpq/CdyaVUVgvB23ttNasPeMi/DZTv3ut5kX+dhkJzF1tKtuJ3uZt8BCU0IwERkGDDUGFM/T9cViF0Wvtwua6w8C/DGBGaR8njX/JWIrBSRlYWFhU16IEqpjslvjwELO90Qs9bengrrbqcenZuQAYsJwIqw1v3LpJy/up7kypKXASsAC5oglYHKFn8MqnVV+IIIYc5zrmZHyinWGlXAxUOsr6AvzQDuz86kKiGAd8+1ZCY1XDcwwX4vLQqfCkDPkd+yyp1O9jm6QmntTR7nnHgOYRNm1b7Du8uurYkEsNlSxj7TBZM5EL8kwv5jN93G68t3MHPpNq6f9VmDuipfCDCc61hHXufToq/vHu9aZnc/QGlNMV2Sv2ZWWipZpX0JlJ5JKZ3JDoW5OG0Q/9jwD4q8RYdsw57SGn7mtO5w/WrYvQBsLdtK37S+OGPWlm2qpmTArgJqRGQSMBY4Q0TuAPYDsatxptpljZUXAUki0YXcIuUNGGNeMMaMMcaMyc7OjreLUuo4YWXAKgglZdZZB3JPpR2AHaQLMvKlWUh6tKzY2AGYlHOZ83OuLHsDqorJ8Niz4ddoN2RHs+tANadILifKAdJOGxct/9vPTwMgMft9XCnr8e27nP6pwzirf2aDc0SC+d8HJmBu+gB6WxmwxAQhX7rVyYCNyh6Fx+nh84LPj+bDOmYiAVgXKafYpNA5yU2FpIL32N20EslUf7mz4f/P8poA/WUv3aWE/C5nANYqGf/a9SDbUkr4SY9u5PdcSL9AANe+bwNQZqw7p2/POIXqYDVzNs056PVX7y5lyeZCesk+vg73Y1/6KQDkleY1ewb8iEMGYMaYR40xDxtjpgJLgc+NMU8CC4CzAURkJPCNMaYceB84LSbQOht41xgTAD4GTrfLz7XPoZRScW0rquK3//iSLpQTTqr7pRgNwA6SAXPYX5q7jXX35Ieh0yg2VnYjOpEiwPYlpLvt9SB9eidkR7OjuIobUr8Ep5sTTq8NwBITHCSkrcSdtZis8AW8/YtJfDjxW6R6XA3OEQnmvXiQXmdGy11OB/nS1RoDZgcJLqeLU7udymf5DbM17dEry7YBhi5UcIBUUpNcVEgyeFvuj5VNBRX0mbSAS/6yOG69z56Q2SEN63aXVFt3twLDx14BwPOrnydsQvQpOI2MUJhB1YnMKCikIGzdSNGzu/VvX+Pk3B7n8tbmtwiE6y6mvqmggvfWWnfIfrTRyhcNdO5jmzmBUNhQFagivyr/sMZ/QfPugrwaOB84S0R+CjwF9BaR+4G7gAkAxpjdwJ+Av4jIn4GZxpgt9ml+DfzaPmYk8PhhtVopdVzYVGCNZugiFTiS6wZgeyv3ku5Ob96ppRYAACAASURBVHQOMKidhgKEk2te5MXuD1JCZwzC0Jh5wagq0vUgO7D8Ui9jQ59B/4vAkxotX7VvFZ17/JeTPKP44BfTGdw9tdFzRDJgHlfdr80Eh4PdJhsCVVBdu8j72B5jyS3NJa80j/bO5XSQSjUuCfHj80eTnOiknJYNwOZ+uRuAzfsqqbGDrSpfkIC9iPb+CmspMXdCw66+wgof5znWsDOcTWbPwewq38W/N/+bU7t8D1N6Gm/tLWD6/gNkidtqN+BOdFEjbvBVcO3ga9nv3c8nuz6JnnPLvgq+++QSfv33L/lmVylFlT5O6PT/2TvP8Diqsw3fZ2areq+WLcu9dxuDjQ226R2HDinkCy0EEkggBAKEkoQWeg0BQich9BiDAQMGbGzccLeqLcnqbSVtm5nz/ZjdlYQkV0mWnbmviwtrZnbmjOXdfeYtzyvJoJpCIxNDysjvdn8sKGAfBJiU8k0p5bFSyllSylellF4p5VVSyjullD+RUm5rd+xLUsprpZTXSSmfare9WEr5s9BrfiGltIotLCwsukUzzA/fRDzYYn9gQdFStsfCV1Vte1y+aO54zpyWh45KsxLLaNGWMqKlhiR3EgC13tofnsbiEKa4pgWlagMpWiWMPCmyvcZbw/WfX8+A2GxePeMx7ErnqFd71FBdkdveUQA4bMIUYAANxZHtJw0+CZuw8Vb+Wz1zIweROLedIdHmIO6U9GxcdpVGoqEH0/Vx7ra//8om81pjbl3M5S+adXRVHj8nKN/ymvg9W1/4Fdsr20rNfQGdWfZtDJxyAm6njQdXP4hNsTE37Xwqpfm+HiBqUOKzCXc9RzlseEUU+D3Mzp5NZnQmr299PXLOsLVFDK1c+/i/CWqSPMWMghXJTCbkJFDQuP8dkGAZsVpYWPRj/MGQABPNiKjOEbDdpR+hfQQMbKoSSV9UadGMEO2MMn0NpLjNNOXeFONaHDrMvW8p85TVSAQMPyGy/d6V99Lkb+KBuQ8Q7+xcdP9DwinIKIetw3a7qrAzJMBe+nAZy7ab/36S3cnMyZnDuwXv4tW8PXU7B4WgZpCqhIdPp+CyKzQae46ALdlUyWOhEUZ7IlxndqG6hJinZyD95vU+CaX+WvwaV9veYoJSyIiiF/jpI+9FXhulNRBleCB9DF+UfsFHJR9x6bhLiXckU0scmjSljtLuM8RlV2nBFGCqonLOiHNYsWtFxNfrww3mdITH7Q/xmfM6BtZ/TZ5ijjP78y/OZFpuElvrtuJUnQyI7b4Te3dYAszCwqLf4tcMbGjEiVaI6ugBVt5cTlb0HiJg7QpGVCEIl6bWEYsizHodHQU0P07VSawj1hJghxHhVNY8dQ31ieMgxux6rPHWsLh4MReMuoDhicN3d4oIu0tB7tBN8b6jcDNXvbI6su/CURdS76vnqFdn87dVDx3w/RwsNEO2TaOITsZpU6mXUXuMgP38n6u4d/HWvbJ2qWvxkyt2cZf9HyT7d9L4XVtR/NtrylhdVMUQUc4XumkhMle2NThk6ebDVGvCQO5afhdD4odw6dhLEQIMlLYmnKhkXv/FEbx/9SyiHCotuCAk9M4ceiY2xRYpxn9rTRnDxU6OVr8HIL1uFYMw68FiM0cAsLpqNeNSxmFTOoryvcUSYBYWFv0Wv6aTSKhSISopsr3WV4tf9+85BdlegCltvmBhW4qAVKlXkkA3Ha5T3CmWADuMuOa1NQwTpUxUCoiZeGZk+6KiRehS54yhZ+z1uWyhdLbb0TEFabcJdvkdBOzx5IjqDinKSalTaC29AK8ni39s/DsrK/rON6snMceBtY+AqVQHoyDQDHpw9y8GfME9D+6ubQ6wQDHTjYYUyG0fRfZd+/paxosCXCLIy/o8thvZnKy0NTgM0MoIAneWLWZXyy5uPfJW7Ko98n6vCKUhiUpkRl4yY7PjcdtVPNIdEWDJ7mTmD5zPOwXv4NPMFOgsZUPo9YnkeDczSJZDbBY4Y2gJtrClbguT0yfv8d66wxJgFhYW/Ra/ZpAY/uB3twmw8mYzFbAvKUhFEZEUZNiYdaPMI4ADNLPA1xJghxeLN1ZyvLISicAx9ZLI9vcK3mNM8ph9sg8If5n/sAassdUUIFv9iQwQ1ZGicYDSei+aZxzenT/DCCZw78p70Q39QG7poBDUDZIi0yhSMKQ0a8AAfHs2m/X49izSaloCjLLtolrG8ZYxC3fZcgQGQ0QZD9gf52rb2xhSsNwYzYfGNFKc23lm9aOc/eaVVCeu4bzsTN4r/YzLJlzGpDTTIiL8O8s3Qg9q7aLobodKk3SZIjLEOSPOwRPwsKhoEQlRdo5PqaZaxvOxPoXRsoCBshRSzJFDK3atwJAGU9On7vHeusMSYBYWFv0Wf9AgKfLk3fbhGRZge4qAKe0iYIoQERux8GiinUomAWEHPSTAXCnU+qwi/MOBsDA6J20nIs10LQfYXr+dzXWbOXXIqft0PlskBdm14WapTGWSkk+6Xh7Z9u66ckDytO1hLqqVbK7bzMubX96Puzm4aLokkUawR4PdzfZKT8RHa286Id9bv2uPx9Q2+xmulJFvDOAbYzSuYD1DRTm32F7iLHUZc9V11BBPI27+lVbHWTmZPPz9U2ypX8c3KZWU2ew8OPdBrpp4VeSc4bd/GebvHtUR2ed2qDQabvA3RbZNTZ/K8MTh/P37v9PQ6iNPKyR60CRWGiOJFV5GaNsgw5wC8GHxhyQ4E5iaYQkwCwuLwxBvUCdFMbuR2guwsAfYvoz/ELQ9ETdI01G/UXPQFFQI+M2UQ7I7merW/Zu+4Qvq1DT79+u1Fj3PN4W1qOhkNW+AgUdEtr9X8B42YePEwSfu13mjfpCCDA9zr5IJJIgW/suvwGd+qT/w8TYGiiqOU7/jRu/3zEmZwCNrHqHUU7qfd3VwCBqSRJoiInbO8NR2EbA9C7A73t+0x2PqWvwMEWVsl9msN0xbh5+oi5mrruPf+tE0yihWpC4kIfsz6uOLmVmXyJIdZYwqOIt/lPh4SR/FvEHzOpwzXPP5sT4VbG7InRXZZ1cVmgxXpNg/fPyVE69kh2cHMYMf4u7oOv4UbfAV7SKlM6/Cp/lYunMp8wbO22P37O6wBJiFhUW/pTWgkWHvLMDKm8uJd8bv1gMszIScNhf88AeyEWpF11AJYI8IsBR3Cq1aK63B1s4n2gNXvryaqXcuQTesWZL9gfwqD+NFIbZgM+QeBYBu6HxQ+AGzsmeR5Erawxk64tPM1OEPU5A/mpoDwEpjZNvG0m8jEbjpyhbAfAC4WY/HkAZPrX+KQ4mgZpBmVEO82e334yNz8SqhsWD76AX24jfFbCzvmLZsDWhEB2pxGy1ccuoCbGkj2GGkcqHtE7zSwe3BS7gs419knPkz9LhPCDRM5cvKa3BrTu61P8VUo5qhQzvXYoUjYBtlLtxcAXlzI/tsiqCFUA1YuyaBY3OOJTs6F+GqYrvDziJfCa0D3uZP2nk8nXQ9xGXxZdmXeDUvJww+gQPBEmAWFhb9lma/RprauQi/vGXPHZBhpueaBqtCtH0g2zG/TIPYCEgbqtFWhA/75wUWdsouCvkHWfQt35c2UlDdVs/j8Wsca18PCMg7BoCPSz6mylvFaUNP2+fzewNmbdcPi/DHZpsWFu8bM5nse9LcWLGBRq8pwOYqa6mUCXyhjyOjbC3njDiH9wreo6SphEMFzTBIbSfAhBAEHSHrjt1EwOJdNv5uv5fn4p4Cv4eimhZueWcjC5/4psNxtc0B8oRp+0DyEBJi3DyknQ3Af/TZeIjiD6eO49XtzxJjj+a49Evx4uJjYzKDlUoCsQNh4oWdrq+0qwH9IaoiaJZuhKFBqOgewJDw82F3cdzO0bxfuotbptyELbqIlxLcfOZaAMDi4sUkuZIOqP4LLAFmYWHRj1myqZJovdEcwm1zRrbvjQdYV4hQ5Otjw5wB+K4+kwB2RKgGLNVt+jnV+Pa/EL++NbDfr7XYP7wBnVMfXca8+z+nriVAQ2uAZp/GfGUNZE+BqCSCRpBH1z7K0IShHJtz7D5fozVg+lR1VwMGUEccpTKFYNHX1IX+HcyJq6Akaixr5DBk1SZmxp2MXbHz1Lr+GwX7uqCGDzdUcPGzK7j9vY3omkaSXg3xOZFjmkU4Atb96K5Jxgbmq2s4JvA5LLqBO0OpSG+wYyNCUU0LuUpIgCUNYWN5E/8xZnF14Jdc+McXKf7LyTiiKvi45GMuHHUhuUnm+/Rx7XQ+0qfQuPANSMjhhyi7UTg2ReDBbf7gbxPuM+5ewvWv7uREfyXBxKGcOvJHBJvG4Uj+nKjYnTT6G/mi9AvmD5y/3/YTkfUd0KstLCwsepEmn4ZT84A7MbIt4gG2l/Vf4eyCQEQG+m6XA8j1vcIGmUcAW0SAJYfmTXbXCfnk5wWc/PCXGLtJM76/rrzbfRY9T1FNC6P++CEu/Nxoe4UP/3wuz951Benf3ccoCmHcQgDezX+XkqYSfjXpV6hK9yKqO5wh4ZUW6+r2mAk5CSzWp2Hkf8K5j32GkwAxrTtxZo1hrTEEIQ0eeWExxw08jUXFi6j39c+5oxc8s4LLX/qOL7fX8NxXxfjrS1ExIhEwgJZwCrKLCJhuSKbeuYRs3ax122AfDxvfRkhTeB35g2HnG8ubGCLKkaoD4nNo9AaRKLxnHEmj1Hhm/TP88tNfEueI4+LRF/Pz2XmMzIilQGbzi+B1pOSM6PI+xF5EwIBIIb6UkprmACCZpOQjcqbhUBX8lacgtXjW6/dx3efX4dW8nDPinL36u9wdlgCzsLDol2ihdv4BrgC42pzK63x1+HTf3guw0P+FICLA2hPADlrHFGR3Auwvi7awsbyJlcV1Xe4HeOGbQye1dDiwq8F0mT9LXcbltve5wPYp19n/za9sb9MiomDCefh1P0+se4LxqeOZmzN3v65z3rQcbj11ND+fPbjTvqXXz2X57+dx1qRslhljcQqNycp2hohyhDTwJ46IFJZPUApY9M0gNEPjv0X/3e/77kvcraEuxnZRJkNxEBBOjNZ67lx+J1d/ejVfl38NmBG0mmY/6aIOXQreZB4EW4hv3Mx0sZmzap+G0JgxX1CnwRtgvFII6WNBtfHEhWY9V1zCTs5+92weXvMwaVFpPHTMQ8Q744l323n4fNNqYnRmXIdu5/bsMQUZiYCZhfhfhqYYDBNlJAsPtoEzEEIgtXhaS35OgiuOFbtWcM7wcxiR1LXo2xcOLH5mYWFh0Uv4NfMDemB0sIMA21sPsK5oL8DuOH0Mr63cib/ahggZsSY4E1CF2m0nZKzThsevhZ6SO5IS46Sm2c9RQ5O7eKVFbxEICfUjlY1Ui2TOcj2DVl/GBKWAGZMn8VN3Iq9tfIHK1krunnX3bqMiu8OuKvz0qM7iCyA3xWwGiXPbWGWMwJCCGcpmqqXZAOLMGkMttew0Upmo5PP3+pMZlTeMN7e/yQUjL9jvNfU2sS4bHp/G4HB6MCE3sk9RBF41ln82rOP1SnOu6helX/C3uX+jos70ykqngWoSeN8zlFtdMKTxa+53vgE+oOxyyJnOyFs+RMHgamcR3qzzefK7B3hl86tED4lG2utxqNm8dvJrjEkZ02FtQ1Nj+NWxQ7lgxqBu1x/WZV3pM1sXAuySf5ju+tfY3sQv7ThDo6uy4l3MGjaOu878L37dT4wjZl/+GrtfX4+cxcLCwqKHCQswl+bpIMDKWvbNgqJ90GtiTlsq89xpA7n++BEEZFsNmKqoJLmSuvUCCxdgd2UsGdQN4mjhqsYHoHLPbfcWPUNrQAckx0VvJ3XcfL68YR6PXnEKk46/hAvOOJWdnp08tvYxZmXPYnrm9F5dS6zTjocoNslBzBBbuET9iEDqOEaPN4u1lxujOEVdQbHrAuaLHLbXb2d11eo9nLVvaW8kG57FOkYU41PckJQX2acIQaktmhf8Ozk572RWXLCCMclj+N0Xv+O/ux5F2Jqojq6kzJlMNYkUGhlcKd9ou1D5msgfh4tSooWPq/35PLfhOSalTcZBInMzz+CNU97oJL7AFIC/OW4EGfHdp4TDRszRzs6xJlVR2qUg26woZiobOUVdwbP6iRCXCcCyG47lr2ePx67ae0x8gRUBs7Cw6KeE5/g59eYuI2B72wXZnsEp0Xzz+2NJjXFiUxVsijBrwIy2iNbu3PDtqvnMGh4c3J6AZnC++gVHehbDlzGw8B/7vD6LfafFrzFElOPw1ULubACmDEpiyqAkdEPn5mU3owqVPx7xx15fS9gjbIUxikttiwBoHfVTomw2shPc3N/wI05WVxAl/Fyx8QXeGDqC9wreY0r6lF5f295S19L2XghHF8cqxZS7hpHXrqpdVQSvxNjRZICrJlxFlD2KR+c9yl9W/IXFxR8RM2wRTwHPS4ES2MlybTR5SgWfGpMZJwpIKlvD5jLTjuJE9VsWRUXxbXMJN8+4mXNHntsj9xKOLMZ0IcA6RMACzeTe+AEAv7e9QpOM4hHtDK4MHdtdivNAsSJgFhYW/ZJwBMyudRZg8c74vX4SlXSs+8qMd2MLCSmbooS6INu+dJLdyd0KsPD3z6z1N1L4whVsrWh7cg7oBhepH4cOtJ5t+4rWgM5MJRRxbGe0CfDM98+wumo1N824icyYzF5fSzhCutJoqw+y5c6M/LmCZOb4/8YKYyQuKZgz4Gg+2fEJmtFZ0B8swvYZYZ6x389UZRu73B2HlgsRZIk7yHG6nZw4szYsyZXEPXPu4aS0PxBsmMJd1S3ECwfu7Nd4QD+de4PncK/9MrYZA5A12znlkWUATLev4q6UVEYljWLh8IU9di9h3dR1BKxzEb4LP6NFCU3jfszb1x7XY+vodn29fgULCwuL/cAX1BEY2IMecMZFtpc1l+1X9KsrbGooAtZOgKW6U7utAQtoBtlUM6pmMXlFr/CTB98CzK4vYQQZJCrNA1u7L9K3ODDyqzy8vaYs8nNLQOMIZTMyLhsScyPb11St4cl1T3LS4JM4Je+UPllblMP8ov/KGEuBkck/tBOwhwRYnNt0TK8mgTf12SgYHJ86hQZ/Q78a0m2mdE1c+FmgmgOyV6ee3uE4zbmNVkVysrdzPWSmYyLKrlM5rbmWOzPmoDhqaUpZzWP6GZx05BRKZBqivogYp40Mavhnmhe/TeEvs/+yXx2q3RGOXIWnFbTHpra3oTAfpEaLEmzCYMCYWYzIiO2xdXS7vl6/goWFhcV+4NcMYvAhkB0iYLuad+2fB1gXhc6qIghIO4rUIDQkOTsmm2pvdZdu+L6gwSQlP/LzmeqXgBk1SKceVZjRtpaGqn1en8Xe8eN/rOTa19dGnObzq5oZK4pgwFTCwz6bAk3c8MUNZERncMsRt/RZkXvYJd9DFPMC9/FszGWIUNg0FHTlrEnZGLGmncNRrgzcNjcfl3zcJ+vbG7whARaNl2XOawC4PHAtDTFDOxznd6zFZajMrK/qWGiJWUc2RDE7J2cOmM3pQ07Hmfw5edkNDEyOYqdMR/XWMixRkpj6Acui3Px62HnkJeTRk4QjYLYuUoiqIvDhQAo1IsDGKMXmzqyJPbqObtfXJ1exsLCw2Ed8QZ04Qq7yIQGmGzqlzaX7JMC6cJ6IYFcU/IRmuYWiYEMSzLlvRU1FXa4pWZjpigIjk9PVr3nxm2K2VXrIFGbhfoOMRm+xImA9TWNrkJeWl0RqlPKrm/H4gixenU+uUolIHweAZmjc9OVNVLdWc8/R9/Ro0fSecNnbf6UK7jxjbKdjfnxkLq4Us3PP5alkzoA5/SoNGa69vN3+Aimiif/os/jImIpNbRMxhjTw2dczVMvAofsJNndM2Qd0g7Gq2RlJ+hh+N/13JLriGTj0Y+w2nZUxfgrtNpodr1GaspnTmls4f/Ive/xewu/9cMlBe0xRJjAcMeD34LarjBXF1BELcfv+gLc/WALMwsKiX+LXDOJEKAoVEmDlzeX4dX9EJO0LXcVAVEWYPmAQGUcSfgovbCjscKxhSPyaQYpoRJeCz4yJDBKV/PGd72nxa2QJU3RtNHJxBvdtPp7Fnvn9W+u5+e0N+IJBpoitVO/awcYdNYwQO80DMkyxc8/Ke/i89HNunH4j41PH9+kaE6MdjMmK48mLprDkN3M4ZmRap2OEgGC4Hq1xJ8flHkedr47Vlf2jG7I1oDNUlLJQ/YLF+lR+E7wSA4Vvi9oeKkqaSjCUVpL1XADueKVjBC+oScYrReCIhaQhxDni+OWkX/Jd1XfctPp0tmZ9x+kDsqiI/o4FrTbusA1Acfa8UA7qpgJTu4iAhT3CdHsM0u/BG9SZ5tqBe+DkSCS1t7EEmIWFRb/EF9SJpaMAK2gsAOixVEW4BgyImLHmxOZgU2wUNBR0ODbcFDApKUgdcRTLDFwiSBoNtAb0SARssxxouvfr/SOicbiwbqfZMXe++hlvOm/nhA+PRlv0e0YpbZGWpTuX8uqWV7l49MU91km3L9hVhQ9+NZsTxmYwNK17QSFtbuqJg8ZSZmXPwm1z81HJR3240q7ZUdvKVa+sjtQyvqgviOxbs6PtoWJj7UYACirSASgt6fhe0QyDoaIM0kZFOlfOHnY2F426iDhHIlQdw+9r6jht1yT+XFWGMuioXrkfPTSxwq52FlThiF7QFk1RWQUDRSW5WhHuIbM6HdtbWALMwsKiX+LXDOJFOAVpFuGHRVFe/L4LsK4eam2KaEtBhiJgdsXOoNhBEbEXJpyaSaSRGhlPiTS/fHJFJTvqWskSNfjVGEplaugFVhSsJxmbHQdIzlM/jWw7su5tFjq+QTrjCMZmcP+q+8mLz+PXk3998BbaDcePzgAgPc6FTVWoIgk8u3Db3MzOns3HJR/jD/nRHSz+8ZWZdk8SZk1UscyI7As7zwNsrNmINOxU+YYBMFC01Twee/9SXlxeQjbVkNhmkqoqKjdMv4Fnj3kHT+3xLPSrnOgrwSn9kNKxw7KnCIbc9m1dDIWMDzVFbK6D8soqfqR+jiEFTLqoV9bSFZYAs7Cw6JeYNWDhCJjpKF7YWEhaVBqxjr3vUJKhQpCukgo2RcEvO9aAgRlh+2EK0qeZAixVNNFqT6DRZRZSn6wu597FW8kSdaiJOXhtoYYBqxOyxwhoBos3VnK++injlSJuDf6Yk/13owjJJLkZccSVvJX/NsVNxVwz+Rrsqv1gL7kTVx0zlNW3LCA9zoVdEVSQDE1mN+e5I86lzlfH61teP6hrDNtoJGIKsDrZ9j6bmdc24WFT7SYMXxa1JNAoo8gTZsG9bkgKq1tQpE4aNZAwsNtreNw5zGKtuTH1wMf6dIUWSkF2VYQ/MMmcXtAs3cQILyPFDmqi8iCuZzqs9wZLgFlYWPRLzBqwjkX4BQ0FDInft/qv3dTgo6qdI2BgFuKXNpd2iEj4Qq7gMYEapowZxdBhI/FKB+epn2JHI0vUIOMH0ChCX1re/jlo+VDkoU+2YUPjetsbbHdPYMJZv2WjzOXawJW8PPQ+Wmddw+NrH2dS2iSOyTnmYC+3SxRFkBTtAMyi8F0yCRpNATY9czpT0qfw0uaXDmoxflSoizNJNOOXdlpxEucyU/Sxof9LKdlavxXdlwUIymUyGaH6x7CLfgZ12DC6FGDRYauOunYPUSm9I8D0cASsixRkQpT5vm8gmiQ8DBA1JGXte23pgWAJMAsLi36JP6i3S0HGY0iDwsbC/SrAh65tKOwdivDbImBD4odgSIPixuLINjMFKXH6ayAmHVQ7vwlegUPojBcFZIlalIQcfKLNXduiZ9ha0cxUZRvJwsOwU6/nrCmm8efbxizOPf9S/rnpn9T6avnNlN/027mK7bGpgnIjCbx1EDSHif9kzE/Y1bKLxcWLD9q6okKGpYl4qCOWxCgHK2+ez5e/OwZXSJxVe6tpCbZgBMwGg2qZQJowHzbCzvnZItQV2YUAi3Ka5wmn8DVnIkT3zvzUlBgnACMy4jrts6sKdlWwKyQgs0U1Srth432BJcAsLCz6JX7NII5WpDMWFJWKlgq8mnefC/B3Z0OhdlEDBu06IRvb0pBhWwzVCEBsBjZF8LUxBkMKnnPcQ6JoRk3KpcHu49XYGBpbu3bTt9g7CqubGX7zIjaUNbJkcyXHKyvxSxsMObbDcQHDx4ubXmRuzlwmpvWNf9OBYlcUymWS+UOTOVrr6AFHMyxxGPesvKdbI+DeJiFUF5UkPNTLWE6bkIXTppKTFBU5JvyemJxp1m1tkrmMFcW88PZ/2RaaDDFAhNaf0HlQtiNkCbHdMFP4Shf1WT3F1NwkXv/FEVwzb1iX+912lTKZgkPoxAkvamJnwdibWALMwsKiX+IL6qYNRSj9mN9gGqDuawG+I+SC3VUawqYoBGSoC7JdujE3LhdVqGyt2xrZ5g3qpIlQYX1MOqoiaCSGrXIAccKMYviHzKMo49/cnZLETfmv7dM6LTryzJeFBDSDsx/5lNOUrzhf/ZSlYhr8wK7g39v+TVOgiZ+N/dlBWum+Y1MFuwyzrhGPWT+lCIX7jr6PpkATj6197CCuDhKFhzoZg9qFOCpqNAv1F46bDMCL2nw0VEas/hMLn/wGgAHhCFj8gE6vD0covzLMAdvKEVf0+PrbMyMvuUsbCjDr0cplW/RNDOnb9LUlwCwsLPocLZSq2B1+zSBRaUW4EgFYW7UWVaiMShq1T9e6dv4w/m/2YBZO6fxlYFMFfhyhRbUJMIfqYGLaRD4v/bxtPUGjgwAL+wjtlGYqZt3gn/OtVo+hehnlD/CFJ58dTTv2aa0WbYQjl7fbnudhx2O04mTMhX/teJDi4+nvn+aIzCOYmHpoRL/ALAqvk6G0WLtmjbyEPBYOW8g7+e/QFGjq83Xpob/0EbEB6oll1rDOqcGixiKi7dFkRJspxDJSeVU/liOUzZysLAdgkFJBkz0FbM5ur1VLPOMD/4DZv+mFO9k7Kpv8bDXapR3TbBmjcQAAIABJREFU9u2z5UCxBJiFhUWfcuOb6xn6BzO1VNXk6/Y4X7gGLBQBW1e9jhFJI4iyR3X7mq6Iddn5w8mjcdo6z5gzjVjDPmAdLQCOyTmG/IZ8ypvLI+tJJSTAYjMiT9XhVv3q5Ol8Xf41SBv3V1VjQ/D61oPb1XYoIwRE4eM09Ru2GDlEXbOCAcMmRPaPSI8lIXMZjf7GQ6b2K4xNVaiXoUiet2O37Ml5J6NJja/KvurzdRkh36xovZHjp43h2JHpnY4paixicNzgSL0YwHP6CQA8bH+EsaKQ+fYNuAdN2eP1huVkQg/OftwfykjlFvUa+NEL0Mfds5YAs7Cw6FNeW2k6l5/yyDKm3/1Jt8f5gwYJoRRk0Ajyfc33PR7l6OgD1lGAHZVlmkMu32U+1fs0vcsI2KPaGVweuJa6tJks37UcNZBHtmYwzz2At/Lfwqt5e3TN/yv4NYO5ylqihJ/3s3+NK6ljBPOly0ZhT1zGiYNPZFRy30YuDpRvCmqpJ9QF2FrbYd+4lHEkuZJYunNpn69LlxIVHeFrwBGb2uUxhY2F5CXkEeVoE047ZDr3BxeiCsn7zptx2QT2Y3+/x+tNHpjQY2s/EL50HQNjzujz61oCzMLCol/i03RiaQF3AtvqtuHVvExKm7TnF+4D4WHcQIcaMDCtKOKd8ayrXgeY41UyRD2GPRqcsRFvoSai+dCYzq7WKvIb8rEHRhJQ3JzrGoAn4GFJyZIeXfP/CjXNASYp+fiknerEzsL7qfVPoRkaV0+8+iCs7sAIaAZ+HAQUVye/OFVRmZU9i6/Lv0YPDYjvKwxDEk8LAglRSZ32twRbqGqtYnD84EhXZJhH9DNZaZiF+RuOuB+yun+vhgvxf3v8yB5c/f7jdtj2fFAvYAkwCwuLg8pFf19Bky8Y+bnZr+HxBWn0Bk0B5opnbbVp2NjTXW5CCDSlcw1YeN/YlLGsr15v7jYkGaIWIyYThOhU2LupfhUAjuAo/IqbKdJBRnTGQbUVOJSp8fiZFVNGU/wIbjq140zHnU07eXPbm5w9/Gxy4vrWOqAnuGeheT/VenSXfnFHZh1Jg7+BzXWb+3RduiFJDLngE9W5/itsyzI4bnCkuaUNwSWBGznFfyee7Nm7vc7nv5vLvy6f2cU5Dg4dh6j3Hf3j7i0sLP5nWZZfw8cbKyM/T7z9I8bd9hF1jR6ipBfcSayrWkd6VDoZ0Rm7OdP+YahdCzCAqelTyW/I59Pt21hf2kCGqEfGmoOUlZAAu2LuEC6bk0dUfD7JrmQcehZ+4UYJtnL8oOP5qvwrGv2NPb7uw51aj5fBgXzShk+PjI0J89LmlxBCcNn4yw7S6g6MrATTK65BxnRKQQLMzJqJQLCsbFmfrkuXkERYgHWOgIUtKAYnDCY6lII8enhbqtKLiw0yjxjn7iNKmfFupuV2Pv/BQjlI9YOWALOwsDgoJNFEBuaXj9HOrEsLFQLL5tB8uZhU1tesZ0LqhE7n6Al0JdSppXVuCDg2x/Scuuw//+S1lTtJbyfAwp2cMU4bN5wwgu+qvuXIrCNRhIJPcUOghRMGn4BmaHy287NeWfvhSHFNC699u4O4liJcRgtkTe6wvzXYyrsF73Jc7nGkRnVdp9TfCUdP62RshxRkQXUz35XUk+RKYkzymD4vxDcMGZkD2VUErKixCJuwkRObQ0KUg9d+cQSPXtA51RjjOjgpvf2lG5eK3r/uwbmshYXF/zqrXZez3GXW7+hGZ7fUaM38YqqxuylrLmN86vhOx/QEmgj7gAU67RscPxgjkIwavQ2BQTr1EGcKsNpm8/jUWCebazdT769nZtZMFCHwCxcEWhiTPIYkVxIrK1b2ytoPNwKawdz7lnLjf75nprLR3Di4YzprUdEimoPNnDP8nIOwwp7j4iMG0WqL69AFeenzKzn7ia/xBXVmZs3k+5rv8QQ8fbYmrX0K0t05QlXUWMSA2AHYFTMieUReMnEuOzedNJJr5g0jNhT52lMErL/w2AWmuBddTortfSwBZmFhcRDoKLhaAmax8c661si2OM2sjVmnmZ2HvRUBUxWFoHB0GQETQqC1DsbmLiGZRuxCR8RlA1DpMY9PiXHwyY5PUIVZPK0qIhQBa0YIwcTUiaytWtsra+9N6lsC5N74AT957ts+u2ZBddv4ptnK9wRicyAxN7JNN3Se3/g8I5NG9nhDRl8T47JRo3VMQRbXmv/+G1qDzMyaiS71PhXvhpRtKcjolE77CxsLuzRC/sXRQ/j1guFkJrgA02H+UCAxOpTatiJgPUdRTQsby62aCwuL/sowURb5s4pOq98cQFzb0haFSpCm8FrXWo5dsTM6eXSvrEURAl3YO8yCDBPUDfTWXIStlVGu1QCIBNMOIS/F9HEamxXPxyUfMzVjKomuRIQQ+IWZggQYkzKGHZ4dtARbemX9vcVba8zf0dKtfTcWJyzAx4giFqir8Y88q8P+D4s/pLipmMvGX3ZI+X51RYzTRo2MQXob4Afdjk2+IBNTJ+K2ufmm/Js+W1O4CF/ao8Hu7rAvaATZ4dnB4PjB3b7+uZ9O50+njyE5pnsD1n5F6DnQSkH2IMfct5STH+7b4kULC4s9EzZ6XKi2Ocyfr35KVKM58iegtTnkjxYlaIqTlQ1bGZsyFke4WL6HUcKdkF1EwJp9Gnqr+YVzSqxpqqqkmK32fzh5FJ9eN4dy3xaKm4pZMHABAH5Np7ARpN+M5gxPNI/fXr+9V9bfW3Q3vqU3aWg1u2F/b3uFWhmLOvvayD7d0Hl6/dMMTRjKsQOP7e4UhwyxLhv1Msa0fPB1DBg0eYPYVTvTMqaZ5r59hB6uAeuiAL/MU4ZmaLsVYNkJbi6ZmduLK+xZwnF4qwjfwsLisCcQKlwfIsoj2+60P8cp224BTPECsEBZxU9sH7EpbQ6b6jYzI3NGr61JEaAJe5c1YMvya5DBJGI1lZUu86leScoFwGVXyUuN4dG1j5LiTuGUIacAUFjdQgsuAl4zlTMs0RwEvK1+W6/dQ2/gDfatBxVAfWuAo5TvmaVu5FHtDKLi2oTAW/lvUdhYyOUTLkcRh/5XV4zTZhbhA7R0HNxeE6ovPCrrKHZ4dvTZSCszBdmE6KIAP9IBuRsBdqhiU/upDYUQQhFCfCCE+KMQ4k4hxKtCCLcQ4jYhxNJ2/y1o95rfCiHuEEI8KoQ4rd32iUKIZ4QQNwkhHhRC9GqlnjfQ9x8gFhYW3RMWYBmingqZGNme7jM/3C99YRUDRBWP2x+iQiby7sAFGNJgRkZvCjDRbQ2Y6U8mmNmi81lUFH+XszqMK9lcu5kVu1Zw8eiLibZHR7a34sSue0FKsqKziLHHHHICbFulBycBzlCXIZt2HfD5Pli/i1G3fMj2yu6Lyutbg5yjfk61jONlfX5ke6O/kYdWP8TktMkcN+i4A15LfyDGaaOakBN8cwVgDo53EOSVf/8LpGRW9iwAvirvm25IMwLW3G0HJBxeAmzG4CR+PHMQfz173EG5/t7Kvm+klH+SUt4MRAFnAUgp57b772MAIcQM4Bgp5S3Ar4H7hRAJwkzYvwTcIqW8G9CBH/f0DbXnua+LevP0FhYW+0g4xZgu6vhcn8BnervC+uVPEtAM5ilrsAudCwJ/gMQaXKqr1zogwUy1acLepQ+YN6DjIMiVjRUEheCeuI5fPi9seoEoWxQLhy/ssL1FulCkBnoAIQTDE4eztW5rr91Db1DZ5ONK27s8aH8cnpjZKU22L2i6wVWvrMYb1Dn7b4vaJm3/gPqWAJPVQuqTp/LkT2aarzU0bvnqFjwBDzfNuOmQr/0KE+OyUSFDEb6mXRiGRNMN/mB7iX9yM3LbhwyMG8jA2IF8tqNvbEyCuhFKQXYtwFLdqcQ6YvtkLX2BTVW4/fSxZMa793xwL7BHASalNKSUdwKEIlYDgK2hn/8ghLheCHGDECI8IfcU4JvQa4PAZuBoIA9wSykrQsd9BZzckzcDbTUmAPd8eGh94FlYHO4ENAMbGqmiiV0k8dPgDZztv9Xc+d1zAMxQNrPDSKVQZrGi4hsmp0/utfovMIc+dxcB8wV1hohyhugBUj3ZOJK+ijjbN/gaWFy0mLOGnUWcI67D61pxhW7YLLwfkTSCbfXbMKTBoUJdS5AjlE0ACG89lO+5k9MwZJeWIkU15t/DicoK1rv+D1b/s9MxKwprWbxqEzlUMHzy0Rw7Mh0pJbd9fRuf7fyM3077LSOSRhzgXfUfYp12qqQZATOadvHRpgoyZTU/tn1sbis1mz6Ozz2eFRUrqPHWdHuunsKvGaYNRRcdkEWNRYdV9Ks/sNeJTyHE8cD7wPtSylXAv4AHpZT3AR7gkdChaaGfwzSFtnW3vatr/UIIsUoIsaq6eu87cAqqm6lpMZ9iJ4tt/PKIzirewsLi4BHQDNIwuxuVuCwAvpMj+M45HRSzImGgqCJfZiPstRQ3FTN7D2NNDhRFCALCBcHOQ7O9QZ10Yfo0uatmIQ0n139+PWur1rK0dCma1Dgl75ROr2uJCDCzEH9E4ghatVbKPGWdju2vNHhaGC8KeU8/AoDqgtV7fM31/1rHiJsXRX7Or/Jwy9sbWPC3L8gT5dzreAYAufyJDlEwTTc49+nlTFDMVDTZUwB4cv2TvFPwDldMuIILR13YU7fWL4hx2WjBjUe62bxtC5e/tJqj1A2R/Xq9ObT+pMEnYUijT0ZaBf1eYvB2KsKXUloCrBfYawEmpVwspTwBGCyEuFJKuVFKGe6r/hQIt6VUAe1jlHGhbd1t7+paT0spp0opp6am7r3T8bz7P2f6XZ8QRzP/cd7GuQW/2+vXWlhY9D4B3SAjJGhEyNAUYCeZyNoCQJImGqiSCdhizAj20QOO7tU1qYrAr7TZRrTHGzBIFWbqrVHLoqXgdyS7knnguwdYUrKEzOjMLu0xWmXHCNjIJHPo8Jb6Lb10Fz1LozdIcst23CLAYn0adTIGe92ea9j+s6YMzZBsr/QgpWT+A1/w4vISAG60vYqiKDysnYGo3gw72/zFdtab4neCKMCQAjIn8nb+2zy+9nFOG3IaV0y4ondu9CASNiutlIn4682mlMliOx4lltXGUGSjKcCGJg5leOJwFhUt6vZcPYUtEEozuxM7bK/11eIJeiwB1sPsTRH+aCFE+1RhEZAnhLi33bZhQH7oz+8DM0OvtQGjgS+AQsArhAgPczsK+ODAlt9GeCwIwDTF/ODO8azrqdNbWFj0AP6gQZowI2B1SluEeqdMQ2he0mggRTQyf8YEjhpXzaC4QQyMG9iraxIC/MIJwdZO+7xBnWSaAKiR8WA4uXzC5aypWsPnpZ8zb+C8LmuSWgj5IIUE2JCEIahCPWTqwJZtr2GSYn6krzaGUSIzsO2hE6855OWWRj0F7z9AZZlZgztOFPKt80qOU7+jZOglPKmdhke60b59JvLacMPUJGU7W5053LHmIW756hZmZMzgtpm3HTZ1X+2JdbUJMNkUEmDKdna4x1AmU1CaSiPHnjj4RNZVr6O8ubzLc/UUqt98b+JK6LC9sOHw7YA8mOxNBMwPXCqEuFkIcTswCrgP0IQQDwkh/gBcCFwFIKVcAXwmhLgbMy35Gyllg5RSAhcBdwkh/giowAs9dSNBvS2cPTNUt6D3bpOlhYXFPrKutIHUkABrVM00h8uusNMwn7gnKAUoSNzpA9hQt7rX048AamR0UEcBZhiSNTvqyXW1gD2K1385j4fOm8jpQ09nctpk3DY3Zww9o9P53rziSFpkqKg3lIJ02VzkxuWype7QiIDtrG9lsrIdLTqdcpLZIdOw70GAeXxB4mjhHectnLDzAfRn5nOyspynHA+QJhrYZmRjO/IKWnHyF9dE/q/2S+a8Npsbv7yRJTs/IMpWSXN8EdfkuHlz+5tcOOpCnpj/BHbVvtvrHqo4bebXbyWJpIt6UmhkuFLGrviJlMlUVE85GGZgYcEg02Tg0x2f9uqavs8P/Y7dHQVYuAOyKxd8i/1njwpFSllAqOvxB/x+N6+5t5vta4FL93p1+0CgXQRstvI9AKrUzLoO+8HpcLCwsOjIyuI6xjmakSg0KvFALXEuO1uaY8FpRgAA3vWV4df9nDT4pF5fkyIEflzwA6f6FUV1bKnw4LTXQXIq4wckMH6A+cX0wokvENSDXYoDp03pVIQPpiP+srJlSCn7fURnVXE9tyj52AZO54kTppD/ehqO5hWgBzvYcLTn9ZU7OVpZT6ao4znteH5qW8xjjocplSmc5b+N1XI4W7KzcKTey7spZeQEBVOJ4YudX+AJfoA6DG4igWx7FC/Oe5ZxqQfHGqCvCP8bqJSJpFHPHMXM2NSkzqS0ZCmKEYDmSojLZFDcIIYmDGXJjiVcNPoiAL4tqiM9zsmg5Ohur7EvPL40nzgReghxdUxBFjUV4ba5SY9K75FrWZgc+m52ISLt7dQxQiml0AhlOtvN2bKwsDi4eHwaOQ4PIjoVPfTxE+e2syvUjj8lJMA+bNjE0IShffIlLAT4QsOz29PQapphptAIMZ37hbqLzKiK6JSCBJiYNpE6Xx2lntIuX9dfeP6rItZs3sYgUQkDppMW56TYyEBIHepLunzNtkoPDy7ZztHKeppFDHdoF/On4MU8pZ1My0+XIgbOACSPr3sYZ8pSAvXT+WVJNn8u2MjDU1/jmNg7mF+TyPPVzXxw9uLDXny1p1Sm4hA619nfoMRII5g+nlIZ6kJsaIs6zh80nzVVa6j1mt9p5zz1DXPuXdpj6yiuaSGe0L9XV3yHfYUNhQyOH9zvHxwONQ4bARYMRcAWql8A8K5xpLnDEmAWFv2GoG6QLOsgJo2wW0Gcy0Yt8QSlynRlC02qndX1W/rMcFNVhCnA9ADoWmR7eH0pogmi974ZSFUELbJjFyS0DRNfW92/B3P/85uSSCSSAdNw2lTypdmxSk3XNWxbKjyAZLb6PXXpR2JTbfxDP5GiSTcyIjeHly6dzs9P28BzG5/jR8PO4aTMq3hZX4Aj2MgTzz/P+9+q3NxUyMjsuaj2Q2SOYA/xhWGKzSxRx2LnAnJTYymVoX9v7QXYwPkY0mDpzqW0+LWuTnVADEiMIl6EBFi7FKSUki11WxiWMKzHr/m/zmEnwI5W17PJGMT3jonmDkuAWVj0GwKaQaJsgBjT4wkgxmXHQKESM+2xNds0Xe2rKIgiBD4R+tJvl4YMf6akiMZ9EmCK6OwDBjAkfgjR9mjWVfff5iDDkBTXtnCMsha/EgXZk3HaFArCAqy6awFWXNPCcFFKpqgja8rJbLvrRLbfdSJ/PmscUkoeXHMvr29/mYtGXcQtM2/mb+dOpiphMgHhZJaygdGimGThIXpM76ec+xNXzB3CTpnOOsOsrfrFtXeQGuukLBQBqyrdjmFInvuqiHTXYAbEDGDJjiWMubXnLSkavcEuI2DlLeXU++sZl/K/E5XsKw4bAbZkcxUCg9GihOb0qbSoIQXfWndwF2ZhYQFAaX0rK4rqSDTqISYDIyTAXKFi5HJpdkVuSzTtKUYk9o3ppiLAFxJM5z36Cb7QDMSAbqBgkCw8+yjABN4uUpCqojI+ZTxrq/ouAra+tCFyP3tDozeIlAZnRK3HOfI4sDnJSYrCcMTSaE+FGtOKwqf5WFO1hq11W9lcu5lvKz9nfNq/eTQpicf1XaysWIldVdAMjdu+uY1XtrzCJaMv4XfTfhdJY+VlJrFWGc0sZUOkc51BR/b430F/Zv4os6ZqYeA2Lsv9EKKTcdlUvLiolnEs/Xo5Wys93P7eJq56ZTXzB81n+a7loHa2TDkQ/JrOs8uKSBJN4IzrUOf3fY1ZUz02dWyPXtNiL4rwDxXueH8TM5XNxAovX2sj8SghZ2orAmZh0S+Y9dfPUDCI0+shJo1ghSnA3A4VgJe1eUx0FrM1Oo6kQBIp7s5u3L2Bogh8hinAKmrryK9qZmx2PEHdIIFmFIwua8C6Q1UEBgqa6sbm7zj3cELaBJ5e/zQtwZYOsyN7A48vyGmPfsX8UWn8/cfT9uo1da0BJohCogI1MNJ0H3LZVbIT3JQGB1FatY43vr6VxcWLaflB08K6JIAYlG2v8czWV5iVPYvq1mq21m/lF+N/wS8n/rJDDdGIjDgWbxnNLfY13Kq8iJ44BDU+u6du/5BgTJb5PRXExk2nmpHf8PthszGIMUoxrQEz3fhVfi23nX0az298HkfCCgK1xzJn+N4/GOyO0pAPW7qoh9jMDvs21mzErtgZnjC8R65l0cZhEwEDGCFM47rm9Ok0KzEYiF4RYFsrPOyo7ewZZGFhsXuyRA02dEjMxROqY0lwm0/b7xizuG3U+2wN1DE8cXifFfwqQuAVpgCLxh9JPWq6NNOPsM8RMABN7WzuOjF1IoY0IlGF3sQXNO9jyeYu/a47EE4Hb69s5jh1FYawwbAFkf2umHJuTgxwnquZRYX/5diceTx0zEPcc/R9eEsv5MSS8XxZUsr6BS+x4oIVXDr2UnY07cCn+7hvzn1cPenqTr/P4ekx/EefTVPIskOd8X89deuHDGErCjAHcYMpeAE2yMEMF6Xkl7d9hw1LHMZR2UdhT/oKe8JyWkVhj6wj7MOWIeohrqMA21CzgVFJow5bO5CDyWElwAaJSnRbNNedOQuh2GhVY3tFgB3/4Bccfe9nHcxfLSwsuic8o3WgCImBpME0+4MAxEe1zXlUHE7y6/P7LP0Ipg/Yql3mWqLw4Q91VAd1g2RhmrDukwBTTKHhFZ0FWLiubV1V79eBtbfmya/ydHtcVZOP8bd/xLWvreHyl75jgfIdrZkzwJ2IlJLnNzxPsfPP7LB7+XVdPTen3cgrHxzJ2q0DUFonoHhGcp2+jArXJETWBFw2F9dOuZYPzvqA9898n+Nzj+/yulkJbuqJ43j/PeSf+V+YcXmP/x30d9qLUocaFmDm/783BmMXOq0710eOWbKpkuumXIeQKq7Mt9ki/szGmo0HvA6/ZgqwdFEHsVmR7bqhs7F2I2NSxhzwNSw6c9gIMJddYXayBzU5D7fThqIImpX4HhdgG8oaI3/+74aK3RxpYWER5l/fmdHpbBEaKByfg8tmPuknR7cJsGZjFwEjwPCkvkt3CNE2Oiha+KhrMe0nArpBKqH3+76kIENfqhVetZMAi3PEMTRhaJ90Qga1NgFW/O373dbDFte24vFpLFpbzJ9tzzBMKSMw9EQAXt/6Ovd/dz+Ztumkl17Jzxo9NGwxxePDn2znww0VnKZ+TbpoIOX43+7T+rITzMjXLpKJzp1s/iL+h4l1mRGmsBD7Xpqu8/ENprH4AmUVb7/0CMMSh2GvuInowotwS3hy9UMHfG1vwEAQmtMamxHZXtRYhFfzWgX4vcRhIcCklPiCBrFaLYRqCFQhaFYPTIBJKfl0SyUeXzCy7aJnVwAwXWxG7ur9NIKFxeFAo9d8D2VRa5YGxGXzj59M4/bTxnDe9JzIcQ2a6TPVlxEwRQiaMcXAPGU1jRsWs3RrFUFNkrxfKUjz/y24OthQhJmQOoH11esxZO9G0MMRsJnKRuavupzmd2/gN6+v7VQ+0RT63dxue57zbZ9RJtKJm3YehQ2F3LfqPo7KPoo036VsaknDb48nT9tOLK3cbfs7Z2y4mj8434C00aSMP2Gf1pce54r8OS3WtZsj/zcIpyDDUbFSmUq9jCGteROp1POM4wEedTwCNdsJBm3cYSzmp411LN31DYWNB5aK9AZ1UmjCJgyIa4uAhVPlVgSsdzgsBFi4liRKa4Aos5NKVQTNStwBdUE+9UUhP3t+FW+tKYtsC2oG6dTxhvMOTl9+DtT1TA7ewuJwJjna7ArMErU02ZLB5iAnKYofH5mL06Zy88mjAGiWO7Aptj4deaIqglZpru9i2xLO33oNP3luJcsLa0lTmkCxdZqNtzvCKchW6exywPeE1Ak0BZoobizukfV3R9ic+gTFHHrt2Po2i9fkc99HHa0kmnxBpootnGdbyrPaiWTfuo0aRed3X/wOt83NnUfdyXGjMwHBCt9AMj0bedD+GBfYPmWOut7sap316/2KYI3ONIvQVeV/N/r16AWTuPHEkV3sEaw2hjGt6WMusX3ctnnrfwnoBtOULZzb1IwDhZc3vXxAa/AFddJEvflDuwjYqspVJDoTGRxnzYDsDQ4LAfbXReZ8NWegAaJMR23NkFQbMdBSs9/nLaw2n149vjbTuwGJUUxQCtoO2vTufp/fwuJ/BV+oxiRL1FBv65zOC9ddNRk7yIvP69OCXyGIRMDCqOiUN3oZaKuHmHRQ9v6jMpyCNCNgXQiwNNOQtbf9wMIRsOPs66iUCThkgI2uSzm79M9tx2gGv3ljHb+1v0GLM424k27jqXVPcdy/j6OkqYS7Z91NijuFC6abA9E/N8YzRJYwT13DPcFzOcd/C2+MfQrGn7Nfa/zPlUey/ra+Mdztr5wyPovL5wzpct+T2qk4CXK17W12GqlUyzhkzXZUrZUE0UKSYXCqPY13Ct6homX/S2IavEEyRChYEaoBk1KysmIlUzOmWg74vcRhIcCKalpw4cch/ZEIWH5VMwXNDvDWg5R7OEPXaKHC4fYCrL41wI+Si/BKBwVGJr5tnxz4DVhYHOaEO/KyRQ11XQiw+FAnZJO+o0/TjxCKgNExBTZD2YwvqDNMlEJqV9GJ7gl3QbZ2I8By43KJc8T1eh1YQDOIo5lMWcWz2om8ps0FYE7LYij9Dk03+OM7GxgrCpmhbCH6mOtojF3Go2sfZcGgBfzn9P8we4A5DN0Wqkv6lz6XXTKJjVHTec25kIRRczln4Xn7vUaXXSXOZXXXdcdKOZKXtXkAfGZMpFBm4du1pa2WEvi/gIpmaLy65dX9vk5lo49MJRQBC3VBljWXsatlF9My9s7CxGLfOSwE2PgBCSQR6vIJCTCABhkDut8cyL0ftPrNp/Zmf5CAZrCO28ctAAAgAElEQVRsew3VzX6maGtYYYziO2M4StWmA16/hcXhji+oY0cjT6mgxp7Zaf/50wdy2xmDaNHrGJHUtwJMEYLgDywRX3HcTdDrYZBRCmmj9ul8EvPBrVl2XQOmCIUJqRN63ZA1qBuMDFnz7LAP5kbt/5jsexINFda+zLvrynlt5U5OUVegCxtP2nw8tPohThp8EvccfQ85sTkdznfDCSNpIpqj/Q/y3tiH+e6WBTx9ydRevQcLeFg7kzeizqNh5g0UyCzUuu3kiGoAKkQa2Q3lzM2Zy9v5bxPQzQaSktqWfbJKqm3xk+toAqFAtPmAtLJiJQDT0i0B1lscFgIsJcZBouhCgBFj/sG7f3VgrSEH6Wafxvvry7no2RVMYQtJ3hKW26ayXWbj8NVYbvsWFnvAH9Q5RfkGgBJH55lyqiIYOcgUK8MT+9bwsbvyo9OMT3ES2GcBFvZx6i4CBjApbRKFjYXU+Xrms0M3JOt2NnTYFtAMRirmLMEnf3MJT1w4hZnjR/BvYy6Blc/zwuLlgGSuuoLrc4by2MZnOSXvFO6adReqona6xhVzh/DtH+Zx5PBMFk7NsdJSfUQlSaSedge26EQKjCwcgQbGh/y/vtJHIZvK+NGws6nz1TH6r/dRWN3MnHuXcvS9n+31NVr8uhkBi04D1XwYWVmxkiRXEkMSuk6PWhw4h4UAC+qSpB8IsB9NGUC9DAswM7Sq6UbEj2hvaPVrnKN+xp3bTsW24ysA5qlr0IWNiy//PdtlyLU5NJ7DwsKia3yawYDQU/vaqJldHrO1ziwOPxgRsPZcG7gSgIvVUOHzfgiwo4YmExObYEbg9WCnY8JpnVUVqzpsL2/wcus7Gzp0Xu8Nz31V9P/snXeYFUXWh9/qm+beyTkzw5BzFhBQUMwgKmZdMa265t3VdVfFtMqaw65pzfkzrwmzgkhUUHIYBmaYnHO4qbu+P/pOcoYowwxQ7/P4SFdVV5++z53u3z116hxmPbWEV5fmtCSSbfTqDBD56I4ICE3gpGGJJIYF8YzvFAQG/eUbxKf8l4vS7XxraeSG0Tcwb/I8rNrOC6TEhQbx6qVH0DcuZK/sU/w+nHYLVk201OScZlmNX3OwRk9HGH6GONIJscRhj1zCR6v3fmNYo1cnntYkrFJKfi75mbHxKv6rKzlEBJhB5G+WINNjgqlp9oAFPFQzn1zCyf/+EYAFuQt48OcHWx76ndHo8XOX9TVCjDomrrkVgcFkbR3VUSMJDg0nS6aYA8s2d82NKRSHCG6fTrIop1RG4MXe6ZjMqkxinbFEBUUdUNt+K8CWGEPYaKTRRysyG2L2XhA6bZbWuDJPxySoQ2KG4LQ6W5Z5AF5cnM0/PlzHq8t28MGq/L26Xlap6T2869MN9LvtC9bkVdPk0+klSvBH9G7ZoehyWMnVgpmVnMaXyduwuHKY0eDm9WOe5fJhl6uXbQ/hjFHJLWkpAFx2CxsLa9lkmJshRmrb8IT3oUSafysXPPoJfWwzsbhy+b+iaxE2M/1SVmkd0x5eyI6KXdeObPL5iaWypQxRZlUmxQ3FTEia0BW3pwhwSAgwr98gRgvEWjjNL6RVEx08YJuKatlcXMdraz/g+gXX8/rG17n626up87Y+IH26Qfrf5zPuvm+pL8nCJTz8YvQlVpYzTmxhiNhBbdJkXHYrBTIanxZEY+lGSht3X+5DoTgc+WxtIb/kVpEkKiiU0S1lb37LlsotBzQBazO/3eBYRgSf6eNbGxx77+2xaIIqEW4eNJR16LdpNkbHjebn4p/JLKlDSsk/P9vID5nmWJ++dxuH9IBnf472JV/Yb2HTpvX87f21ZqxQRFrLuNDgelxp/6XIBvNKy/khN5c7Jt3NyNRJe32Piq7j0XNGknnvSS3HoUE2LpiQRglR5BhmAW9f7GBKpZkeJU5UEe4/isacq/BLD670Z3DEf8LzizeRXd7AF7tJGt7o1YkyKloE2KL8RQBMS53WFbenCHBICDCfbhCuBQIOg8y8MlaLRpUMNdvaxoBpjTy4ch5j48fy2kmvUe4u5/FVj7d0P73ATDFRVuchQxQC8K4+1fy/459oQtKYcSJ2q4bdauWJ6CSmln7J9Pem89L6l3b6clEoDleufetX1hfUkizKKZDRdPYX4tN9bKvZdsB3QEKrB+x4zwNc4P0HIHhan8Xb/qk8m/LAPs1p1TTKCOQOq+/8x9m4hHFsq9nGCf+ez3stHi/JcdpKago27dX13H6D8WITd9leY5CWx8Adb6FhkCTK0aLSAfAZPj4ruQ9hrUPmXkhMbTqfh50Poy7cp3tUHDjCnTbGpUcRZNNYJc0fKf6EUZTISADiRDU+3UBvSkeUXoz0RWCPWspqz78BSaPHv4vZwe9pItSoaxFgPxX/xIDIAcQ4Y7r0vg53DgkB5tUNQjUPWIMgkD/IqglqCDYHNFW1xH7ZI1cgLF5uHnsLo+JGMbvfbD7K+qjFC/bOz7kt82YI81fDt/qYlraHfWdhSxoKQEzcdl4N8XOE12B62nQeW/UYty2+rWUnikKhaEYGPGAxGJ38SNlesx2/4e9WAXbkxCksMZpLrgj+7r+C5ZbR+zSnRROUtwiwkk7HHJFwhDnWtZ2/vW/W+5uobeR5+6NcvPkqMPQ9vl6TV+cW2/+RL2P4QR/OgOJPSBfF2IWOJSDAnln9DNtrM3EXnUV102DO893OR5GX7NP9KQ4sYUFmXJ7bZ/C0/1Se8J+Oe+h5LSI/nqqWXHpVFSmcn9eb3iUjKfSuwR61CLdv19+loKbAj4SwRHy6j9Wlq1X6iQPAISHA6t1+wkUT2FuXCqwWgQc7HhHEt6s24TMMEB4cUYsY0QDpmYsBOLXPqXgNLwvyzB0jhTVuABKo4A7b69RKF+WEcY33el71H8dT+ixsFg23301T2DvE+F08WpDHIxPu4pqR1/Dp9k95cf2LB/5DUCh6MJHU4RReSkRMp0knM6vMjSwHOgAfWrOwO9rE3DTXKdxXh7ZFE6yuNGPdyoryOh0zKHoQDs2JJbg1aPp0zXwuxYhaWP5My9Lirmjw+MnMK2KEtp339aN4Vp+JU6/jTxYzSbQWlcbL61/m+XXPc1rf01j1l7+0nPv3k/Zug4HiwHLj9H7YLKIlDxvANpnMY/6z0OwufFipkKHEi6qWgtqna4u53fYmHzd+wmB3KI74L/io5A6eWvbVTstfBXsCPxLCkllfsR637mZsgkox0tUcEgJsbX4NiU4dHKEtbdbAQ7XCcFFZXorXb2CLXA7WJm6uKcayxizdMCJ2BMkhyXye/XmbHZKSF+yPALA56TRAMN+YQOGR/+SuU4eRHu3inS3v4BNVxBWOxQ6Iiq1cNeIqpveazqsbXt1v28sVikOBJGEGBd9+/vFMyIju0L+lcgt2zU5aWFqHvq6mOe68bTmcyyabpVc689btCf/7tYAagvFKCxu2bu10jFWzkhY8FIvLFGAXWr7hbOsPfK+PZKPsTeUPz9Dn1vkszdp1NY+/fbCWhIYtWDCYPXMWy4zBZBlJnGVdhESw0Gjg0VWPcmL6idw58U7CnTYenD2cc8elMiAhdJdzK7qXG6f3Z+t9J7ccN/8wgNZ3XKmMJE60esBmWZYCsNFI47+F2/AXz6CRHTybeRP3LLunwzX8ukGkLyDAwlNYXrgcTWiMjVcCrKs5JARYdZOXCIu7XbCsNRBZWy1DiRT13PbJCoKiFzKx0c0IjxfpNovsCiE4Mf1Elhcup7TRfNANEHkM1XL4MepMLMff3TLn6aOTmXNkOiWNJTyz5hlSHCMpbRxldpaZuymvG3UdTf4mXlj3woG4dYXioOC3ZU5+y5aqLfSN7LvLFAhdRfMSpLWNAAsJLPn49zIYvj2CMiJweSt2OiLVOQyLo4zxthXca3sZgNfsZ/OqfgJRnnyGiWzW5Nfs8irz1xYxRjNFXurQKZw9NpVbfZexyBhG1fHz+Ofqx+kb0bddiomzx6Vy/+zhv+PeFN1B//jWd1zzD4YSGUmcqGZHRSMgGa1t5R3/VB7yn02EcHNKrc6V2X05rlrjg60fsLGiffLwygYviYEfSIQls7hgMUNjhhLuCD9Qt3XYckgIsDq3n2DZBI6wljarxfxyVstgIkUdXxW+grC4+WtlFV/rY7DU5nHJS8uRUnJi7xPRpc53O8xlyHGaKaY2p13AmN5xDEkK4+j+sQxMCENKyb3L70U3dI6N/RO5Mg6PtLakosiIyGBmxkze3fIu5U37XodSoTgUaN6UEk5gG7yzY1FrKSWZVZndEv8F0Cy7LG23QwZ0V7CjY0LSvaFMhhPi27kASwoyY87SQlbQJO0McL/CWvqzwG+2j9W2EGRrtSuvspGLX/6J6kYzzrTZaz9O20y+tRcERxMWZOMnOYi3BzzBR2FBlDaWMnfC3ANaX1PRNTx+zijuPnUIv849rsXJUCojiBdVVDZ4udv6CqGiidygfiw0RuKRNh62/ZfrLJ9zd/UOgi1BvLHxjZb5lmaVc8S870gTpbjtkVQbXtaVr2Ny0uTuusXDioNegPl0g0avjlM2to8BC3w5s2QyQfZ87BE/MbPGh9MTwSJjODbpZWPmVopq3AyIHEBKSArf55l1HcdrmyiREWT0GwzA/Oun8OqlZsDss2ue5Yf8H7hu1HU4tTh0LGTLRChrTcZ6+bDL8Rk+Xln/ygH6FBSKnklzOoUwEdil7IzsMKa8qZxK94EvQdSMHhCJzT/aoLWcUGK4s9NzdscT544EoExGEOrfeThCmNYLqQfhcRWy2uiLBzsnD0uglEjKZDh32l4nobC13uyrS3NYuKWMx781PV6NPh0Ngwm2rcQNnQpARYMpzo7sG8or619hUtIkRsfv22YCRc8i3GVjzpHpRAbbsQS+ryVEEks1R4hNzLF+wxojg/UxJwOCd/WjAcg0kgmVkhnBvfky50sqmiqQUnL+CysA851XHjGCZUXLkEgmJau0JAeCg16A1QcKZQcZje1iwJrds98bo3gqOphQQ+fmmmIKnAPIkQkApIsSHv5qC0IIjks/jlWlK8DSwGhtK8uMwYxKa58Q8ovsL3h6zdPM6jOLCwdfSH1ga2+WTG6XjDU9PJ2ZGTN5a/Nb5NbmolAcrvgNMy4ljIAAa+OlbmZLlelxPtAliJppDvNqGwN2yvAkbpzej1tO2rtC3M3EhDgA0wMWpu9cgHn9AmtjMllOHwuNEeTcfwojUkwv4T98lwMwLO+NgJ2SFxZng/CyovBXvLqXBo+fASIPl9GAvbfptbj+2H6cMCSGlQ3PUuWp4k8j/7RP96Do2VjbLEFahOR4i1lV4Rrf9QQFm39nd/gvZpz7KY73PkS+jOHMJg2f4eODrR9Q3WhWW0gRZaRrJZTEjOO1Da8R54xjSPSQ7rmpw4yDXoDVBQSYXW9sFwPW7LZf7rSz2OXkyuoaIgwD18BjWgWYVsyHvxYAcFL6SehSxxm6hkRRSZm9F1HBdj7d9imXf305f1n4F2798VZGxY3izol3ogmNcenmr/ksmYSsygFva/HTG0bfgE2z8eSvTx6Ij0Gh6JH4/IElSNFgeqgtHWO8tlWbuff6RXSsEXkgaF4mbRsDFmTVuHF6f0Ic+xaT1izm8mQ84XoV1BZ2Oq7O7SOxKZRcm41lmlnaLD3GTJ/zrTGGl/0nEF+/EfweGn1eLK5tBPf+N/nOB5j9yWze2/AtY7VAzrC0idR4avix5AP0uOf5Lu8bbhp7EyNiR+zTPSh6Ns3f1+3SzN11ufULSmQkp009kvtON5ewJRplmO+pLUYqycXbmJg4kbc3v83n278GSwNnWBfgRfBuZBHrK9bztyP+1mktUMX+56AXYLWBmmk2f307D5jTZgF0tLivMbxR3Fn2JKd47qNh2EVUWmMBOM/yPVO1Xyle/BoDowaSFNyLoLBf0JBcPGMyT69+mlsX38rmys1srNjIcWnH8eSxT7bEUhwzMJ6j+8eyxuiDQJL70yct1491xXLOgHP4esfX5NftXVkRheJQwdfiAWuAoI7xXwA7ancQ4YggYif9XY3RxgP21+P6t/z79zAu3fSe/2wEvHqlnSdWrW3yM8FvPoaznZ6Wcz+/fgoPzB7GMmMwxZrOojUvc9EXF+BKex7N0shZVRZ8TZX8N/Mf/NRrMfckpHD7+uc48YMTeWjlQ2ys2Mjt429nzpA5v+s+FD2X5u/oKqPVc7xe9OemEwa0eGDbslmmEly3nauH/RGf4eP+X/5BSN9/8UbGL4xNT+XzwkVcP+p6Tkg/4YDdw+HOgd9ytJ+pdfuw4cdieKDNrg2n3YI99hssQcU05V8I0sYGeuNy2Ah1OtjoTmOkto1X7A/Bt8DkizgyfjrvN7zElfGx/LzuEXxSZ1afWdx55J3YtM4DWGNDHXxiDKVURpD91VPkxh3L5P6mwLtg0AW8vul1XtnwCrdPuB0wa3NFuOyd/oEoFIca/rYxYEGd76raUbuDXmG9DqRZ7Wje52i1aFx3bD+uO/b3e+KaX46lAe/DzpKx1rp9HGNU8bUuqQhu/aE2OCmMQYmhPLysklPCEpHrn8Km2XAXnca8xhWcpa3AXSMYZb8OR8wHfGt3oBUsZmLSRK4cfmW3xdMpDhzNdTs92LnRezWpopSvw2ZzbKC/f3wImSVmib5zxqay5ZdeaNLPSOHku7O+4/El83lz1UecafmB4oTBjBx8JpcMUYl5DyQHvQBr8uqEtMSXtHrAyj252KMX4aseg14/FJfdQqNXx27RCHfauKHuGr5x/K11Inctk+JP5KOtr7M6yGB2r+M4MuNkpqZO3WWB2ginDS82FhnDOdOyiG8/uxn+8goA8cHxzOozi/9t/R/usqNJj0jm3vmbCHfaWHPn8V3xcSgUPQqfbnrAwkUDBHUMwAdTgI1PHN9p34HA6GQJcn/RXKtvx47tpI2Edfk1hDtt9Ip2AaYA6y/zGEUwGxLykVK2PG++z/sed/gCJrtDuchdievs/zHric0c43iVBukgGA/3N65kVkEBnPMmDJqx3+1XHBx8ZJjxfwPbhOF8fM1k3voplzNGJRMZbOfUdYHC78VrsScM5enP7ZxpiedWWxWcOQ+SRnaH6Yc1B/0SpNdvECKazIOg1gDf7ws+BSnwlJ7MCYMT+PYvR3Pj9H4MSgwlwmlnq0zhft+5rRNVZGExojl9+xgW5BZw24S5TOs1bZfiC+DKQFbvx3yzqZNOhjX+1K7/iuFXYNEsfJD7OPfO38gp2nImepbsn5tXKHo4pXXmsloYjZ2moGjyN1HSWEKv0G70gAUE2O9ddvwtJw9LwI2DWunC2mB6wGY+uZijHlpAk1fny/XF1Dd6SPHnMSWyH+XuErJrsgHw6B4eWfkIFn88R+rHM7GqmHiPlwxRRLSoYZ7/AvJlDLMsS6l3pcCAk3ZliuIQpW1eMKBdzKLTbuGyyb2JDDYrMtS4euHWnFD4a8uY47WVeFyJkKjiBLuDg1+A6QZhBARYYIeVIQ1+LPwGf/1ApB7MScMSSIpwcuP0/gghCHOay4nP6qcy3fOgeW5FFjkVDSRTh9PqbOdN2xWxoQ4ePHM4BcTytH8W8f4CaGzd9ZQUksSNo2/EGpJJcPhynrL/m2ftj2Nsmr//PgSFoodSVGP+bYaJhk6XIJt3CXdHBvxmmndB7m8P2NMXmDVkS2UETk9Zu75T/v0jV72xivqiLdjwMS3lKIIsQdy97G6e+OUJTvvoNPLq8oj2nM26QPFlrWBVS47C5cYgvtXN1BK5vc8GFTR9WDJjePvExq5dbBqJCHayw9YHitcFWiQTtE1YBxzfWg5CcUA5+AWY3yCkRYCZoimrOotKTwWXj5nBmjuOZ9bI5HbnNBc2nTkiif4Dh6GjQflW6tx+4kWlma17L76Qp41MJik8iHXSLF9Cyfr2/X3Owt/QG1v855RazAel+9t5+3K7CsVBRZPXrE+X6PB0GoSfW9f9AszoIg9YM6UyAmtj+xiw7eVmYtr+woz7iks+gj+N/BO/lP7CC+teIMQewtwJc4kQQ/kgL5RG6WDzygVM1DZQKSLYJpN4yj+Ll/0nkJ1xQZfYrej5XDwpvd1xyC4SB0cG28khGcoz+XxdEcmUEyYasSQp71d3cdALMJ8uCWlO8hhYglxVsgqA84ZPI9zVMXjeFfiSumwWLHYnpSIGo3I7j36TSYKoQoQl7pUNdqvG0n8ciyslUNqjZEO7fq9f4i6ajUX4+GdUDM/4Z+Ks2Aie+r26jkJxsOE3JBoGFm9dpx6wHbU7ALo1CN9o8YB1zeOwhEjsTWWd9o3WtqILC8QO4JIhl/DUsU/x9oy3eW/me5w94GyKa9zoWNgh4ziq6gNOsyxlpTYCs8xRJHf75+C37FuyWMXBT1hQ+/dbsH3nHrBIl51MPREaK7j3vR8ZoAWKxMcP7UoTFbvgoBdgXr9O6G+WIFcWryQhOIGk4M7rzrkCX1Kn3YLNIigQCXhLs4BAzbqwzs/bHU2OaKpFBBS394C5fQaRPjtX1FSzMMTBF8HBCAwoWLVP11EoDhb8hmzdJLMTARbjjCHYFnyALWuls0Ss+4t7TzN3SNuaSimvc7frc+DlVMtSKhOPApsTIQRHpRzVLglmQbX5bHvaP6ulbbFhvjCvndaX0b0imDYwbr/brTj46BcXwp+m9tlpf6TLzkafmQMzyZfHQBFIEh436ECYp+iEg16A+XRpxpcABIUjpeSX0l8YEz9mpwH0eZXmCyE+LAibppFLAtaaHQgM4qiC0IR9ssVu0ci2pHdYgnT7dEZrW7mkuhZnYzzZCStY47BD4S/7dB2F4mDBrxvmDkjoNAg/tza3WwPwoeuC8AGGJodTKiOw6B6uf2Vhu77hYjvxohr72D/s9Py5MwZz0tAEPjWOZKj7BW7x/ZGps//E9EFxXD2tDx9ePamDF0RxePLNX44mIzZkp/1RwTbWec13Wx+tiIFaHr7Q1Hab1xQHloM+DYUZhN/6Czu3LpfypnLGxI/Z6TnNO7PGZ0SRX9XIZk80ZxhV9BKl2IVuxoDtAzaLxjYtjVFlX4Hub8n6/cX6YoZq2dgQXDLgXp7c9neujffzdv5yknczp0JxMOPXZbu/z9+SW5fLlOQpB9iq9jTnAeuKEDCrJiiVZvoNUVeCixCmaOv4yhhLH83Mjh/Ua+d1Gi+b3JvLJvemzu1jxfZKEiOOZ0hSOMcMTd3/xioOaSJcdgplDLrmoK8oYLiWjS1p5+9JRddz0HvAvH6DMNGItAWDxcYvJaZXaUzczr9Y804fxjljUxmeHI7NorFDxgNwhBao57iXMWDN2K0aW0kDvxsqtwPQ6PXzwJebSaYcIySePx0zgXHOv+IRGtc2bqLeq+LAFIcufkO2FuL+jQBr9DVS3lTerfFfYHquARoCGwb2J5poFWCDQxu43voh/7U/xhnaj2SIIjzShiNq9/cfGmRj+uB4hiR1nsxWcfhy7bS+/HPW7ms3OqwaBhqZ/nimaOtIF8WQPvkAWKjYGbv1gAkhNOBTYAVgB/oAlwJO4H5gO9APuFVKWRI452YgDIgEvpZSfhJoHwlcA2QDccBNUkr/77kBr26QrDUiAg/3ycmTmTd5Hr3De+/0nAEJoTxwphkwrxuSHYHakNMtq80BURn7ZMvm4lq21cWDA3MZMrY/pbWmty1RVCDCUwAIt6ZwSvEgPorZwM0L/8pTxz2DJg56LaxQdMCvG2YZIuiwC7J5B2R3L0EOTQ7jyw3FeP3Gfp/bahGUYt63y1NOvKgC4EHbc1iFwTojnWEqhYTid3DTCXtW9aB3oMZolkxipmW52ZhxdFeZpdgD9vStv0xKeY+U8nbABZwBzAO+lVLeD3wEPAwghBgPTJNSzgX+DDwihIgQZkDWG8BcKeU8QAd+d6Eyn98gvE2Zk1hXLDP7zNxtAtVm/IYkJ+ABO0ELJFGN3rdSJEOTw8mSyUihkb1pJbVuX0utykRRiRZuLjjaLBpe91BurqhicdFSvs/9fp+up1D0dHyGbI0B+40HrDkHWHd7wK48ug/3nT6U00buW+jBrjA9YKYAC/VXkKEVA2AVpthbbAzb79dUKDpjbHoUvWOC2SbN77mMSIe4wd1r1GHObgWYlNKQUt4LIISwAinAFuAUYFlg2JLAMcCM5nYppQ/YBBwFZABOKWVxJ+fsM17dIGInSR73BN0wcOOgSJrFc4noBbagfZrrzDEpeLCzXY8nc+0KXvwxmzq3H5AkiQoIN+M2bBaNZQ0JnF1XT7o9iqdWP4Xf+F2OQIWiR6IbBhGdVKqAVg9Yamj3xjPZLBoXjE/Datn/XmiLJmjAic/iIlKvIEMU8qE+mQd85/JFyg0MPf++/X5NhWJXfKxPYoUxEGb9RyVg7Wb2+IkjhDgB+Az4TEq5EnMJsS7QXQtEBgRa2/bmvrhdtHd2rSuEECuFECvLyjrmz2m7VOBrDsLfRwHmDyQB0ps/ihHn7dM8ABFOs+TDZpnKaC2TZ77byIe/FBBBPU7hhTDTA1bd6CVHJqBj5wZnBlnVWcxbMQ9D7v8lEIWiO/HrklAtkH7B3n6HVl5dHtFB0d2agqKrac6u3xQUR4pnK6E0sd7ozTP6qfQ79WamDO6+BLSKw49eUS6yZSLneO9A9D6qu8057NljASal/EpKeSLQWwhxNVAKNNfrCQOqAvFcbdub+0p30d7ZtZ6TUo6VUo6NjY1t1+fTDaY9vJCb3lsDgMdvmGkoOtnivie4fWbg7bP+mWbD6Iv2aR6A5EgzIeI3+lhiRS2ZQXOoWP0pKSIgIgMxYBUNXgw01hi9ObZ0B5cOvZT3Mt/jwZ8fVCJMcUhhJkr2gM3VoVxObm1ut3u/uhotIMDW1YUyPrDJJzsQc2rrAo+bQrErHpg9vLtNULRht08AIcRgIUTbpcJszOXE+cDEQNukwDGYXrKJgXOtwGBgEWawfpMQIu/IDvcAACAASURBVKGTc/aYrSX1FFQ38f6qfDYV1ZoPeLnvHrCpA0wn3Bv6cVyZ+kmLSNoXwgM1Jj8yJnOL748AXGGZz8DmjMOB9fbqRi8AG4x0jNJN3DjqBi4cdCFvbnqTPy/4Mz7Dt882KBQ9Cd0wCBZusHf0cuXX5x/yAqzZA7beaI1zywkIsK5Y8lQodkVC+L6F1yi6hj3JA+YBLhNCjAJswCDgesALPCCE6I+5M/ImACnlCiHEAiHEPMxdkH+RUlYDCCEuBO4TQuwALMCre2roB6vyGZocTr2nNVbqmjd/oV9cMCHsewzYmaNT+Nv7awGo8O6/hIbv6NMYLHI4y7LIDMy3OhFR5s7Mh84cwU3vrWFbRRIWfyPUFfG3cX8jITiBh1c+zP0r7mfuxLn7zRaForto8umEat4OAsyreylpKDnkBZgWiLHZYKS3tOVJ06tv66LakwrFrpg2IJYm3/5PuaLYe3YrwKSU2zB3PXbGH3dyzkM7aV8NXLbH1gWoafLx1/fW4LJbeOoCM2nhVZZPGFOTyUeRd2DB2GcBprV5CLYVd/vKA7OHccsHZrX5RcZw5li/4SLrN9BrWssSzIjUCD69bjKX3LnCPKk8ExGezJwhc6h0V/LS+pcYEjOEM/rt7GNXKA4O6tx+wjR3h/ivgvoCJJKU0H33OB8MNHvAmneeAfgDj121BKnoDl66eFx3m6AIcFA8AR79egsAjV6dRo9OJLX83fY2x1l+YUxdIIVDSPw+z3/mGPMl0Jwn5fdwzrhe5Nx/Citvn84yo01yvCPaa9Ugm4VhIwJ/COVbW9qvH3U9ExMnct/y+9hQ0b6ot0JxsFHn9psxYJ0E4EP374Dsahw28xGbLc3kzvWuVsFptSgPmOLAI4TY4zRNiq6lxwswj99oyVB9VP9YVudVcbplSUv/pIavzX+E7HtB2ofPGsFbl4/nwTP3X4BiTIiDsf1T+Z8+iXWWwdD/xA5jdFccddKJu3gThtFcj87CA0c9QJQzipt/uFmlp1Ac1NS5fZ3GgOXX5QMc8h4wl930djUSxIPht5N50jstfcoDplAc3vT4J0BmSR3vrzIf1osyy3j+x2wmahvYZiSyTvRngC9QPuh3eMAAjuwbQ+h+Lmob4bTxZ9813Bn9cIcdYABOu5VtMomfV/7EfZ9vammPDIrklnG3kFeXx6L8RfvVJoXiQNLk03HJpg4CLK8uD6fVSXRQdDdZduBZ6ZxMWHx6y7HD2uMfvwqFogs5aJ4AFnTmWl/nHuvLHKWtpSZ2LEt9bTLW/04B1hW47KboavB0HvDotFvYJhPpqxXy4uJsTnx8Ecu2VQAwNXUqca443s1894DZq1Dsb3y6JEi6wRHarj2/Pp/kkOTDailE06BvXOtS7OF07wqFoiMHiQCTrHNczmXWL7jI+g0O4Sc3ejKf6hNbhwTtWx6wrkSaq4qce0TncS4Oq8ZGI51EUUmqKGFzcR33f2F6wqyalTP7ncnSgqUt8TIKxcGG12/g6MQDll936Keg+C13nzq0u01QKBQ9iINCgA0WO3AJD6Uyglf8x7POyKAkfgrrZQaP+Wbzkv0C8+dlD8MZ8ID5ddlpv8Oq8ZUxFoAZmrkj0tMmy//p/U5HIvkq56sutlSh6Bq8uoHDaGwnwKSU5NflH/LxX79lQELo7gcpFIrDhp6nWjrhQdtz6Gic5PkXd/kvJu6mZQQ5zQf6E/pscode080Wds7RA8x8PwMTO3/w2iwa+TKOFcZAzrT8AJiZ/ptJCE5gSPQQFuQt6HpjFYouQPo9WKW/3S7I8qZy3Lr7sPOANTN7dArje0d1txkKhaKbOSgEWJkM53/B51CBmesrPiwIKVu9SreePKi7TNsl0wbE8dOtxzKlX2yn/fZAEO7X+hj6aEX82fo+kb7idmOmpU5jXdk6ypvKu9xehWJ/Y9cDhbjbCLD8+sAOyJDDywPWzCNnj+CdKyfufqBCoTikOSgE2CW+W3jZcUG7tqMHtKadsPfg3URxYTsv/dC8Df1nYyAAN1g/5K7Gf1HX5G0ZMzV1KhKpdkMqDkpseoP5jzZLkIdLDrBmjhm47ylyFArFoUvPVS6/obLBFCV/nGKW8+kdE8ybl4/n+78e3Z1m/S6aBdhamcEDvnPRpWColkPtmxe3jOkf2Z+k4CS1DKk46JBSYjfc5oGjjQesLh+BICkkaSdnHlq8cNFYsu47qbvNUCgUPYweL8BCHWYiwwiXnaz7Tmq33DipbwwZsSE7O7XHY7c2b0MXPKOfykDPq3ypjyMx/wuoLTR7hGBq6lSWFy6nyd/UfcYqFHuJT5cEExBgbZYg8+rySAhOwG6xd5NlBxZNE6rwtkKh6ECPfyokRjgBSI4IwmrRDqncOXZL++SsPqw84j8LDQM2fdbSPjV1Km7dzfLC5QfaRIVin6lp8uESzQKs/RLk4bYDUqFQKH5LjxdgDqvGY+eM4OGzRnS3KfsdWye14KpcGdRbwqF4bUvb2ISxhNpCWZi/8ABap1D8PjYX1xJCcxC+KcCklGTXZNM7rHc3WqZQKBTdT48XYACnj0ohwnXoLVc0L0uMSYtsaYsOcZBr7wPF61rabJqNycmTWZi3EEMaHeZRKHoiNU0+XHjMg8ASZJWnilpvLenh6d1nmEKhUPQADgoBdqgyIiWc204exEtzxrW0Bdkt/FiXiCzdBLqvpX1q6lQq3ZWsLVvb2VQKwK8bbCys7W4zFAHq3X6zEDe0CLDsmmwAeocrD5hCoTi8UQKsG7FaNP54VAbhLhthQVYum9ybdfnVbDTSELqH6598h59zKgGYnDIZq7CyMG8hNU0+3L7O60seztz8/lpO/vePPP5tZnebogDq3H6Cf7MEqQSYQqFQmCgB1kNYe9cJzJ0xmGCHlfXSfDk5Stcw96P1AITZwxiXMI752fMZcc/nXPDCiu40t0fy8eoCAB7/dms3W6IAqPP4CRYeJAJsLgByanJwWBwkBid2s3UKhULRvSgB1sOwWTS2y0RqpItRor2QuHjoxRQ3FGMLX8mqHVWk/32+8oS1IT3G9LKM6tXzCrMfjtS7/YRbvAh7cEut1uzabNLC0tCEevQoFIrDG/UU7GFoQiDRWGP04XzrAsKN6pa+iYkTSQ8egj32OyIsRfzD+iabdhR1o7U9h6oGL9vLGjhFW87DlddD5fbuNumwp97jI9LibpcDLLsmWy0/KhQKBUqA9TgiXDYAfpX9ALjU/WpLnxCCqTFXIrQm+qY9xLHOrwnL/LBb7Oxp1Ln9ANxle4U+/ixYrz6X7qbO7SdSa4Qgs4arV/dSUF+gBJhCoVCgBFiP49aTzbqQT/pPAyDZKGzXX1sTS5/CIymzWrgqIRZ/wXddas/dn25g5n8Wtyt+3hNp9Plx4CVWBHZBlm3pXoMU1Hv8hIlWAZZbm4shDdLD0rvXMIVCoegBKAHWwzhmYDyZ956EDyv/9Z9Cf38m+MydZG6fzqvLdnBCUy1PFlVQpVl5UG7rUnH08pIc1hXUsL28ocuusT9o8Ogki/KWY71c7YTsburcfsJoFWDZtWoHpEKhUDSjBFgPxG7ViHDZWGYMxo4f8n4CWpfZBokdaJ54RpWl85NDMD/zgy6xo62wq23y7WJk91NY3USGMOPhVht9MEozoYd77Q516tw+QmhoFWCBFBTKA6ZQKBRKgPVY6tx+fjXMODCKVgPQ6DUF2BBXDZHJ/ZDVYxnm9vDQqseo8dTs9TXe/TmPpVnl/POzjehGR7GSWVLf8u8GT8/ebfnx6kL6CHO59mt9DDa9EerUBoXupN7jx2XUtwiwnJoc4l3xuAIpKRQKheJwRgmwHso/Zw2lhhBKtVgoXsePW8sor/cAkih/CVFJfdgie3FHRSVVvlqeX/v8Xs1vGJK/fbCW819YwYuLs1mdV91hTGFNEyB5xPYMQ784HWp7rqDx6gYDrYV4nbGslX0AeOqDr7vZqsObercPZxsBpnZAKhQKRStKgPVQzh/fi7PHprBZplO0+Sf+8OJP3PnJBiKpw6o3YY9Oo96RSLrfxixHEm9tfovc2tw9nv+Pr61sdxxk6/hVaPLqjBZbmW35kYjKtbC+a5Y69wf5VY2MCCpDj+pLjowHoCBLlW3qLnRDIr2NWKQOQeFmEe5aJcAUCoWiGSXAejAuu5WNMo04by5BeFhfUEuqKANAi+pNr5gQsm39uK62CYfFwT3L79mjgHy3T+e7zaUATNbW8Wfr+/g9TR3GNXp1pllW45catVoE5C7j4pd/4uGvetYOQykl+ZWNJPrz0KP6ky9jKZPhTNA28t7KvD2ep6bRx7r8vV/KVXSk3uMnXlSZB6EJlDeV0+BrUAJMoVAoAigB1sP51ZuKRUgGClNIDHBUmB2RabjsFrZYBxBXvJHrR1zNiqIVLMpftNs586tMsXWu5XvesP+LG6wfErPy0Q7jyuo8jNc2kWXtx0rbGMhdzsItpTy5IAujk5ix7sKrG4Tp1Tj1OmR0P0CwzBjMGC2Tm9/fcy/Ykwu2MvPJxWwoVCLs91Lv8ZMgzDqmhCaoAHyFQqH4DUqA9WCWbatgg0wHYLC2A4CBzQIsIo1gu5VMkQaGjzOjhpMWlsZjqx5DN3YdMF/rNnc0XmT5hmwjnvn6EcSufwHfjp9bxny5vpiHv9zAUJFDcdhQlnj7QmM56aIYgCXbyjuduzvw+I2WAHwR2x+A7TKRRCqxs+e7NzcX1wGwYnvl/jfyMKPe7SeeZg9YElnVWQD0jejbjVYpFApFz0EJsB5MkN1CvozBLW3Ms73IYJHDCDIhLBkcITjtFhZURgNgLc/impHXsK1mGz8W/LjLeevcfpy46S/y+NSYyJ2+S6ghGGPBfS1jrnpjFX1EIS7hoSlmOAvd5ovzLMsPvG+/C0vukq678b3k5+xKhmg5AGiJQwBYZ/RGE5Iv7H9nS+Ympj60gJ9zdi6sXlqczeKtpfzF+i4pWW8eCLMPaeo9vlYPWFgiWdVZhNnDiHHGdK9hCoVC0UNQAqwHM2NYIiD42hgLwOeOWxnrWQHDzwaguMbNdiMBXQoWLfmR6WnTiXPF8camN3Y5b3Wjl6EiB6swWGP0oZxwvtLHYStcCYbRMm6Etg0AZ++R5EbkcGlcCuuSl7EwphTnunu65qb3kvUFNVz26kqGa9toDIrHEZEMwAJjFEv1wfTRiqiafw85FXU89dO7PLf2OTZUbGgXKyel5J7PNjJKZHG99SOOz3kIKrZ11y0dEtS6/fQWxfiCosERSlZ1Fn0j+iKE6G7TFAqFokegBFgP5vIpvUmOcHKj7xpe8J/U2jHucgD+ftJAPNjZIeNpLFiPTbNx3sDzWFG0gq1VW3c677r8GsZaTYFRGGx6jFbLvmjeOqjYSnWjF4CZ2jJqw5J5vPTfBCV8ygZbCAVWK2+GhTInwsujP/ydNWVruq1MUZNXZ8Z/FqNhMEnbQFXUSCya+YI30Djfdzvf6GNIqluLI/F/rGp6iv/8+h/O/exczpt/Hr+W/gpAdaO5TNksOAFY+dIBv59DAcOQ3PD2r3y/qZQBWi6+6IFIKcmqylLLjwqFQtEGJcB6MEIIBiaEYqDxqP8sXvafwAN9XoXwFADGpkcBZuHuI7UN4PdwZr8zcVqdPLf2uZ3OW1LnYbwjByJ68fmtZ5hzGIGXY/5KPl1TiB0f462Z3J6YRE7tdhrzLqJk21zqtt+Ef+tNnNDo5eWc+Vz4+YXM+XIOz6x5hoL6gq78ODqwvdxMFDte20SsqKEk1RSpAxNCW8ZskGnssFdgj1iJt+IoFp2ziLkT5lLUUMSlX13KJ9s+oajGDcAAkUe5DONnObCl+oBi76hu8vHx6kLeWJ5Nf1GAjBtMXl0edb46BkUP6m7zFAqFosegBFgPZ3yGKbIaCeJu/xzqQvt0GPOpPpFw0Ygv8xsigiK4cNCFfJnzJZsrN3c6Z3Wjl8FGJiSPQQjB65cdwXaZSD0uKFjJ3I83MFJk8XqYgwXeEm4edzN6/WBAkCMTqdNjOaJwAJ/mVOAtnklpYynPrH6GWR/NYmHewi78NNpTUmsKp5naMhqkg02hE4D2Auwnoy8PRkcQ6bVxW1U+ocLB2QPO5tPTP2VU3ChuW3wb72x9BZBMtGVRFz6A7XoCsnrPc6opWjGTBUO6KMElPFgSh7K+fD0AQ2OGdqdpCoVC0aNQAqyHkxjubHfsslvbHb91+XgWG0OplCH417wPwMVDLybMHsa/f/l355PWFxNnlEGyGVs2pV8sM0eksN5IwyhaB0B0xA88ERXBSanHcv7A83nsnBH8eXp//nbiAAC+NcaQLht4uH4V82d+xFezvyIjPIM/L/gzG8o37M+PYKe4fQZW/Jxk+YnMiCnMGG168U4eltgyZmVELTl2G/dWFnCRZSF8cQsAYfYwnjvuOU7ufTIf5jxP/9BvSJP5lKfNoFBGQ30J+L0H5D4OJW7/yBRbUzQz/Ye99yQ2VGzAYXHQJ6LjjweFQqE4XFECrIfTOya43bHTZml3fGTfGPxY+VwfjyPrC3DXEGYP45Khl/BjwY+sLl3dbvw7P+cSWbLCPEif1NJuSMlmIxWjZAPW4C0sj8thrM/CvUc/iBCC00elcMP0flw9tS8DE0JZYIykWgYz07Kc0s/vIzEkkeePf55oZzR///HvNPoau+YDaYPXb8Z+RYp6Rp10GeEuGwDHD0kwvWDCgy36B8Ia4imqm8AP+nAsa/8PfKbnzKpZmTv+bhKD+lKduJDcoFAso0+kgCgEEuoKu/weDjVCHVaiqeFP1k/ZZKSixfZjffl6BkQNwKbZuts8hUKh6DEoAdbDGZoczhPnjmTmiCQAnHZLp+Pe149G092weT4A5w88nxhnDP/66V/4DbOIt9dvcMsH6zjKsg63NQwShrecf820vmyRqewQXlzJb9Db5+PmkMnYLfYO17r2mL54sXGc5yFWGxmEbP8CgHBHOPMmz2NH7Q6eXv30fv0cfktpnZu3VuTyB8vX+Gyh0PfYdv0XTEjDGrYOzdpAcdnp3OK/grf1aQjDB6UbWJNXTZNXZ+id37F1w6lIoXNKYiRzFp3FgvSlfBnsgpr8Lr2HQ5HUKBcXW78ijir+6vsTuqGzqXITQ6PV8qNCoVC0RQmwg4BZI5OJD3UAoO1kF/8amUGlDEHuWAqAy+biliNuYWPFRu5aeheGNLjmrV+w4udobTW+3tNAaxVzvWOC2Ug8f42LwSkNni4pZdCoGZ1eKz3a9MqVEcE3+lhCa7dCk5l084jEI5iRMYN3trxDpbvrEppe+foqfskpZYq2Ht+Qs8HqaNf/hwlpTB9XhOGNRG9KA2CtkQGAZ8dKZj21hJlPLgagv8/N24VFXBU7iWtHXoehO7k5Loa3sv7XZfYfqjR5dWZYf2ZryDjGTTia7JpsmvxNKv5LoVAofsNuBZgQoo8Q4v+EEDcLIZ4QQtwRaL9LCLGwzX/HtTnnZiHEP4UQTwohTm3TPlII8bwQ4lYhxONCCGtn11R0pDl9kn8nJYAkGltlCu6iTS1tJ6afyNUjrubjbR/z8MqHWZFdwanaUmJFLaFjz//N/H6yUn4kx2bj8bJC4g0QaUd2eq2MWFOA3XbyIFYaZkxY212Dlw+7HLfu5t0t7+7r7e6W1XnVDBD5OIQPmTq+Q3+Np4YVhStIC5oImB9eATH4g6IwCn4BIKvU3EV5lLaWPj4/10yay5UjrkArvoZjGhr5V8HXrCha0WX3cKiRV9nI/FWZpFHIwCOO4+5ZQ1lfYcaEDYke0s3WKRQKRc9iTzxgUcDbUsqHpJQ3AOcKIcYASCmntvnvGwAhxHhgmpRyLvBn4BEhRIQwMzC+AcyVUs4DdGBOV9zUoUj/+NCd9q26fTqDE8PIMpKxVm6FNnm5rhpxFdMSzuD1ja/TaPuZq8KXYURmQP8T2s3x5Oon0Vw7OKY4jYluD0T3g6CwTq/nslvJuf8ULp6UzhqZgS6skLuspT8jIoNJyZN4Z8s7+PQ9LwW0p0gpsQjBSM0sb6OljO4w5vvc7/FLP1eMOb1Nq6ApZjiW4jUtLcE0can1S1YbGRBuJnENCopgboWfKGHbaxH55oodnBrwrB1uzH5mKQPZgYaExBEArCtbR7AtmPTw9O41TqFQKHoYuxVgUsqfpZQf/+acBgAhxG1CiJuEELcIIVyB/hnAssC5PmATcBSQATillMWBcUuAUzq7phDiCiHESiHEyrKysn25r0OO2aNT+NcZw7h0Uu8OfdEhDp6+YDTbZBI2bw00tNZpFELwyYKx6E2puOI/Jd6zFm30ha0uNWBF0Qpe3fAq3qrxLKs+hyX6EMQpD+3WJptFQ1qdFLsGQO7ydn1/GPQHypvK+XDrh7/jrjunyafjNyQztOXkyxhs0Rkdxny14yuSQ5KZmmaKszkTzWXIDfTBVrmFIMx0CQ/bniVRVHKv78KWc8OcNhossZxIMAvzFlLnrdtj227733rW5tdQ2XD47aAsrfPQVwtsXIg1E7AuKVzCuPhxaEJFOygUCkVb9uqpKIQ4HfhKSrkZeA94XEr5MFAH/CcwLC5w3ExtoG1n7R2QUj4npRwrpRwbGxu7NyYesmia4LwjehFk6zwIPyE8iCxpBupTvuW3Z+MuOh0sjcyLjkYOP7elZ2vVVm5ZdAtpYWl4Sk6hiGg+Hfks9D5qj+wKcVjZ7hoGBb+A39PSfmTSkYxPGM8jqx4hrzZvr+51d9Q2+QHJIG0HC/URWK3tP5NqdzUrCldwfPrxRATbybn/FObOGMzwlHBe2B6BkAYXWL7lLMtCTrL8TGlQOmfMOrPl/HCnlRIRw4wGN17Dy7c7vt1rG7cU77loO1hZnVfNi4uzgYBXUhOc0asJaXFAeCq5dbkU1BcwKXnSbmZSKBSKw489FmBCiGnANMxlRaSUG6SUDYHu74FjAv8uBdqul4UF2nbWrtgPBNkslNhNLw/lmR36ozzBXF1dzechLl7L/xZDGny49UPmfDEHTWg8Pu1xkOaOx/OO6LXH1w0JsrJGDALdw6dfzG9pF0Jw7+R70YTGPcvv2a/limqafMRSTYRoIL7vyA793+eZy48npLcus1otGldP7cNyYxA+aWGu7U0esj2HR1qJvfZbzp+Q1npPDivFxDC0upi0sDTez3x/j+w32sTnXfjCUmoafdz03hpueX8t6wtqOj3nye+3MuXB77utnNPv4bSnlvDPzzZS7/HT4NXRDUm8NxcRlQGa1iJcp6RM6WZLFQqFouexRwJMCHEKcAJwA5AghJgohGi7RtUPyAr8+zNgYuA8KzAYWARsB5qEEAmBcZOA+Sj2Gx5XAh4RBGWtAiyv0szHdbJlOVdU15LqTeORlY9w3HvHcefSO+kf1Z9XT3q1XZLMYEfnXrbOCLZbeSXXdGSuWd7eU5QQnMCNo29kedFyFuQt+D231o7Mkjr6aWbZo+OO6uip+zrna1JCUhgcNbhd+7SBcThDI7nJdyUAn+kTuNh3CyKkvZfVbtWoIAzhqeWSQX9gbflavsz5crd21TSZ8W4poowN9kv46e17eX9VPu+szGPGfzqPC3v460zyKpvIqej6vGldQSS13H/PTVRl/wpI4us2QNIopJR8kf0Fw2OHkxyS3N1mKhQKRY9jT3ZBjgHeASYAC4CPgQGAP7Ar8jbgAuAaACnlCmCBEGIe5rLkX6SU1dL8iX8hcF9gJ6UFeLUL7umwJcRpp8iW2uIBy69qZMqDpvAZJHKpliHMGfUYFwy6gMExg7l/yv28ePyLpIamtpsn2LHnm1OTI52UE85mI5XbbW/y6jvtg9bP7H8mKSEpPLf2uf3m5bnu/36lnwjUnYwd2K6vxlPDiiJz+VGI9jk7HFYL//fHCXxsTCbd/SbX+q5nmdFxd57DaqHcMJ21pyUeyaCoQTyy8hGa/E27tKsqUMR8kraeIOFj8g4zF9oRYhODxI5OzxEC4qji0dc/2P2NdzMLt5Ty5grzPtw+HYHB2/Z7udf2Mrx9AX1EIUHeSkgdx9LCpWyp2sKpGafuZlaFQqE4PNntm1ZKuQoI2ZtJpZSdRnBLKVcDl+3NXIo9JyzIRl5DMukBATbnJTM1RG9RxHnWBawQwzlnbD/glk7PTwgLorjWTUJY0B5f88wxKXyzsYTbfJfygeNu5mz6I7LhGERwDGBmm7982OXctewulhUu48jkzlNb7C39RD66IxxLSHy79iUFS/BLP9NSp3V6XnxYc74wU5ydOy61wxiHVaNcmgLM0ljJLUfcwsVfXsyL617k2lHX7tSm6oAHbIK2EQCn8HKp5QvusL0eGDATIlqvtySrHCnhGfvjjKnZCllJ0Hf67m++m7j0lZ8xJBRWN/Hcou1M1DYyQMtnldGPMdpWbre+AUB56lhuXXgd6WHpnNbvtG62WqFQKHomamvSIURYkI1tMgVq8sDbQJ3bzIB/vuU7AN627vpl+NE1k5h//eQOnqNd0SvK3Py6Sg7geu81AJR/fFu7Maf2OZV4VzzPrXtuj+fdFckRTkY5i7HEDWq3mxNgYf5CooKiGBYzrNNzQxxWksKDuPvUIWT/62Tunz28wxi7VaNED4QrNpQzJn4Mp2ScwvPrnue7Hd/t1K5Gj44NP8dqv7LCMD1zLeILIOsbALaX1TP23m+54e3VDBfbGKNtNfsXP76nH0G3YEgQGJQteoGJcjXnW77DCIrkj96/0iAdTLOswZsygdvXPU2jr5HHpz2Ow+LY/cQKhUJxGKIE2CFEaJCVTD0QYle+lXHpUQBkiCK2kMY1f7xil+cnhAcxJCl8r66ZHh2M3Wp+jT4xJvGZPp7oLe9AVQ4AOyoasGpW/jD4D6wqWcWmik27mG3P8Ph10o0CiO3frt1v+FlcsJgpyVOwaJ3HsQkhWPqPY5lzZPpOhabHZ5DrDmRVaawA4I4JdzAkegh3LruTGk/nAfUev05vUUSYL+qjHQAAIABJREFUaORN/3Tu8f2B1/zHMdH9H4pkFDL7RwAe+HIz5fUe6urreML2JB+5Irg2bCQ1+T+31KnsaeiBDQYnaz/xoO15XrM/wAzLCrSR53PqkcP5WDd3Oj6T2IslBUv469i/quLbCoVCsQuUADuECHPa2OBLNA/a7ITMEIX0HzyKvnE7T+a6rzjtFjLvPYmrp5ov2/t8F+LFivzhATYU1nD0Qwt5dWkOp/c7HafVyZub3vzd17R5awjWq81ksW34tfRX6rx1TE2d+rvm/+CXfCpkIAltIKeay+biriPvos5bxzNrnun0PI/foLcw09xtlwm8pJ/Eon63UEQ0S43BiA0f0lC4icRwJwAnWhbzSpyPufFh/BBdyYXxkeRnf/+7bO8qSutMYXiicwMAPmmhOjgDJlxFapSLe/x/4ETnbF4oX87sfrM5Z8A53WmuQqFQ9HiUADuECAuysckTgxQWKM/E4zeXxFJFGSKm3+4n+B1cNbUPmsDMI6ZPhE3z2VZcDcDXG0sIs4cxq88s5mfPp6ShZJ+vI6Uk3h8IwI9u72FZkLcAu2bnyKT/b+++w6Mo8wCOf9/dzaaSTkhIII3ekV6UakVUFAXv0ENFEVEPOypwHoJYoufp4SkqKnjKYS8oWDnpEqr03ksS0knd3ff+mEkhbIDAkkDy+zwPD7uzM+/7zrw7s7+88877nls/sytbR5KNHw5tgbyyQW2bhTRjaNOhzNkyh12Zu07arsjhIs4MwPZooyVy6pC2vDqsAy8X30K29iNn/lTCAzXWgM2sjP+FLwL8uaP1nQTuHUq61cJtKyd7pJXQ0w5nFQCaHqznO2dX2hS+y499v4LgxsQE++AKW8qBBsn0ienDhO4TqnQbWwgh6iIJwGoRf28rRXhxgAaQupVCh4tYdQSbcp3UWuRpgT5e7Jh6DSN7xvGrqwOqMIvfFxvDUtTzMZ71GNlmJFprZm2addb5LNyWShzmZAphTUqXa61ZuH8h3aK64eflV8nWZybp5vYMaBlFBvXg+IkzMYztOBY/mx8vJZ/8nEnJLUinXzi5GGVoEOhDw2BfDhHOdHs7RjlX8dbeW/Fr9AFB2sG0rFAe7vwQxaobM4+k4+VycceCO1h2aNlJ6deklOwC4tURwp2pLHG1oRA79XyNceMyLL/jHbEAR3Y7kvokYbPIFK9CCHE6EoDVQlscUZC2ncJiF+2V2VITdXJnc0+zWBT9W0Sw2NUGJxYS0n9jkGU5I1OToDCX6IBoro6/mk+2fUJaftrpE3TjjvdWEm85jAsLhMSVLt+ZuZP9OfvP+fYjGLdVWzcM5JgORB8/sZyhPqGMbj+axQcXs+jAohM+K3S4iLccwRWSwGu3duT5G40HASLqeWPx3cvHDVPQSnOpoxW+Rwfw1cED9G1hzGEf4OeDn4pmto6kYUBDHvzlQfZk7TnnfTkbx3IL6TzlRxZvT+Oh/67l8U/XcSSrgN6WPwCwNTXGXG4eWY8CRwEzN03HmR9NwaFh+NjO/AlaIYSoyyQAq0Vc5jhbO3VD9LEdFBUX0dO6gRztC+HNTrO1ZwT6epFNAEucrRmuv2e6/TV6ZH8P88cDcE+7e3C4HLzw+wtVTrtkep94dQQdFAO2sifsvtr5FVZlpX/j/pVtXiXeXha3ARjAn1r8idjAWJ5b/gK/bTtSujy/0EEzdQAd3pzr2jdkuDmjwDHHDvwavYuzOIgnD9p56vAm/pSbjx0X/l1vByDUz87awigapO3gzYFvYrfaeXrJ0zhdTo/sT1VsO5pLWm4RI95dwYI1O4ldm8SCeZ/Qz7oeHRzL326/luVPDiA+3J8PN3/I4eOHIX0wifU938dQCCFqKwnAapF6Pl4AbHE1QrmKCczczFWWlSxwdYFKngr0tPYxQdhtFr51dcdPGXNDrnC1QG/+BlxO4oPiubf9vczfM59f9lWtw/nKPekAXBmZi7Vcn7ZCZyFf7viS/o37E+4b7pH98LZZSaee2wDMy+rFY50f48DxvYz6+nmKHC5Scwp5d/5yQlQu1sg2peseyz/GxKVPUt8/hCc6vMbcwsHEOPYxzjIHojpAiDEFUmSQDxuLoyH7IBHKztPdnmZ96nre3/i+R/anKn7daswQdq/1azb53MlY29d8bJ9Kf8tqVItBWCyKyCAf0gvSeeePd+jbqC9rHx/D/HFnNn+oEEIICcBqlZs7xdAuJojFrrYUaC8mFf8Tf1XIQmf7aiuDUopxA5vylbMXsx0DubXoaWY7LkcVZBoTdgN3tLmDZiHNmLp8KtlF2QDMXr6XXs//QkFx5S0+eUXGJNz2rN0ndMD/Yc8PZBZmckvzWzy2H942owVMmcNQVNSnUR+KMztiD/+FD1Ytov/LC2lv2QmANcq49ZhZkMmoH0aRmpfKK/1eYlCr5ixwdS5LpPt9pS//1LUxW7U5SGvKZq6Ov5rLYy9n+trprD662mP7dSZm/LaLFmof473mcFx781jxPWx1xVCMDTr8uXS9N9a+QYGjgIc6PYTdZsHLKpcTIYQ4U3LFrEVsVguvDe9IGkHMcfajieUQAJMfvLtay3Fnr3gKsTPRcSc9BgxhsasNGgU7fsLl0sxdeYjHO00irSCNV5JfYcPBLCZ+uYGDmfnsTM2tNN1ipyaaNFRRbuktVa01H27+kLjAOLpFdvPYPvh4WUnXgVgKs8BRxMKtKexIyTlhnYKj16OdfvwrOQkKshlgWU2RxQ9iugDw6upX2ZO1h+kDptMxoiNhAd4UYmeW43I2uxpDmxtL04oN9zeWAR988S1HsguY2H0i0QHR3PfzfaxNWeuxfTuVrDxjNP/rrEtxaAu9Cl8jOWQQ1xc9y/iY2WC27u3K3MWn2z7l5mY3kxCUUC1lE0KI2kQCsFomLtyfu3rH852zLBgJjYyt1jL4eFn57sFL+WhUN4Z3bUQm9dhrbwL7lrJ05zGe/mIDw14/wIiWt/PZ9s+44f03CSKXkdb55B07XGm6xU4X7SzmQwXRnQBYfHAxm45t4s42d3p06ANfL+MWJAB5xxj53koGvvIbabmFZSu5fIhJb4YrYA/vB41luG0hRS2HgM3O0kNL+Xz75wxvMZyuUV1PSHuS4w4GFT0HVq/SZYE+No4QSroKxv/Yep7/fgshPiG8c8U7hPmEMfrH0UxZ9hyrj67z2D66s3iHccu1q2ULO+wtWDjpRtrHBFGAN8kZvqXr/WPVP/C1+TKmw5jzWh4hhKitJACrhfy9bSTr5nzm7M2nidNqpAytGgbSs0k4EfWMp+J+y4vDsX8VR7KOl5Xz+NUEWxLwif4P3erPYKLXLBK+vZnH564my5xXsbxip4vmloOAgvotKHIWkZScRHRANNcmXOvR8reLCSJNm7MClBsL7KMV+0pfW3Ax/fgSQhyaKcHR/GFpju/Vk8ktymXi4okkBifyQMcH3KbvqnDq+dltgCLZkUhPywYoNib+buDfgPeueo9uUd2Ys+UTbv/+NuZu+cKj+1peyXFv759BizadCPazM/7qlgB0bBQMwO+Hf2fhgYWMajuKUJ/Q81YWIYSozSQAq4UubRqOCwuPFN/H9nD3k1JXpzB/O2tdidgcx/HL2lG6XGs7ARn348huz7LwFG6IjuI77wzy1v2X2cv2nJROsVPTzHLA6Lhu9+Ot9W+xK2sXE7pPwKtca5In+HvbSNdl80GWXw6wbOcxuls20YQ0Qo+1Y4efg8w7/ok1IJzX17xOan4qk3tOPmlMsgmDWrrNz2oxWu8+cF5BJBlcf+zt0s8i/CKY2vNlcrdPwJkXz/Mrp7I3e68nd7dUdkEx/uTjlZ8KofGA8YDAV2N78dyNbXFpF0nJSUT5RzGi1YjzUgYhhKgLJACrhbrEhTLx2lYAHC901HBp4NfH+rJGG08tBh0zbqH1tGzgit0vsuNQHgmHu/FSShr5KooXw0LYGD+PBVu/OSmdYqeLWEsKhCayJX0LM/+YyXWJ19E7urfHy2y1KFIwWnzIKRtqouQhgVvfXk4HZQST2zOuw1UcxD/WvMTSg0uZs3UOw5oPo239kycEH9opBoCuce5bjpa42jLH2Y8+mV9C6tbS5f1f/h+4vHkpJQWby0lScpJH9rOinIJi4qzm4LMh8aXL2zcKxs9u4/vd37M5fTMPdHxAJtoWQohzIAFYLeVvN4adiA4+t1HhPSHQx4vE5u3JUQGEZa4nhGw+sj9H033/pbflDy61bOCq43n09nmKuP0DCHMVs9d3Jh8sm4Y2xzbLL3Ly/tI9ROo0CgKjeHLRkwT7BPN4l8fPS5m9rIpD2hjSQmeWtTZl5RejXS4AEixHKPBtwFt3DmRch/Fsz9jO6J9GE+UfxbhO49ymG+xn553bO/P2Xzq7/RwgyXELGgusLZs3MzWnkDZqN9eyidHpqSzcv5AVh1ecsN2hzHwenruWw1n5Z73fOQUOmtvNFr/QEzvXFzoLeX3N67QIbcGghEFnnYcQQggJwGqtmzrFMPn61tzVO/70K1eDYH87G2hK/aw/6Gcpe6Kvg2UHl1nWQ0RrXPWi+CP3cqL2Xs/AvHyStn3EpMUTKHAU8Pov27HrIsJUNv9ypbEjcwdTek0hyDvovJTXalEU4UWuvT46wwjAbDgYsvwW1s8cC0Arr6PYGzSjd9Nw7u58LW8NfIv7OtzHzCtn4u/lX2naA1s1IMj35FumC8xxtNIJ5A9ba9g6v/QzXy8rD0QYrYcjsnNo6NeApOSk0gAVYMmOND5ffZDHP11/1vudnV9MM5sxDljJLcgSszfN5mDuQR7p/AgWJZcOIYQ4F3IVraW8rBZu7xGH3XZhVHGAt43Vuimhx3cyyLqCNB3Ifq8Eelk20t22FZoMKJ0z8htnH1wHhjI6I4svd33N4C8Hsyl3ARFee5jv78cH2Zu4pdkt9Irudd7Ka7MYxy3bOwqdYXS8f9/rBVpa9tH+wEeApon1MJZyA8L2jO7JmPZjaBjQ8KzybB5Zjxm3daJ9TBCLLZ0hbSuk7yI1p5D8YgfdC5aQgx/eGu6LvIwt6VtYdLBsOqScAuN2c17R2Y+en1PgIEEdgoAG4FMW3B49fpQZ62cwoPEAukd1P+v0hRBCGC6MX2dR6/narfxc2AqFZoB1DUtdrfktP57Olm1YtQOaDCDEz166frJuyf2ZWcyMvYkwnzBWHX+HzCYzeSwinEsCE3msy2PntbxWi0IpyPJuCFn7iFGp9LZuLP38Sksy9uJsqN/Co/le0TqSxIgAPs8x+vCNf3k6Xab+xOWWVQQVHuIdn5E4sXBNoaahf0NmrJ9R2gq2Lz0PgJ75C2Hr92eVf3ZBMXH64AlTVzlcDsYvGo/Wmkc6P3JuOyiEEAKQAExUkwUbj7BOl41ev9jVhpWu5mUrNO7BJbEhADxxVQsO6HAyVRBdMlP4aNBH9PafTGJaE+7OzOLfPadUy6TPNosiwzsKlX2QARZzFP8iI/B7y/4PtE8QtB7i8XzbNAxit44kzxZER7Oj/yjbd+T4NWZRwNUc9IrD6/Ba7mp7F+tS1zFv9zwA1u7PpIXaxyPZL8DHwyH7UJXzzskvJtp5AMKalC57bfVrJB9NZlKPSTSq18gzOymEEHWcBGCiWkwY1BInVta5jI7dzXpexzeuHnzu7M329o+DzZtLGoewdHx/xvRNxBgTKwG9/3ejv1FBY4YWhvNgZg5+YU1PnZmH2CwWvtpjw6KdjLD+xG5XA351dcCpjSEjVJ8nICDC4/ne2TueiHo+bLU15xLLdgLIo5PaxpHoK/D1sbPN2hQOreGmJjfSLrwdL/z+Ajszd5KdX8xg69KyhLZ+V+W8rQXp+LtySlvAFu5fyHsb32NY82EMThzsqV0UQog6TwIwUS36NTcClTFF4xheNIHgyAScWHm4+D7S2t1bul7D4LLR1le5mqOObUfnpvL9hiOE5u8xhkawVc/wBzaLYq9uAEBTy0GWuNoAiiTHMNa6EuCSv5y3vF1aMz8nkaaWg2zwGYVNuciK7ouf3cYmlQj5GViz9vFsr2exKiu3zruVbLWewfW28z/VlG3ekegdVZvsHCCswBxoNrwpGQUZ/G3p32gR2uK8PW0qhBB1lQRgoloopXiwfxMOEc5Gezt8vMq+en7mkBnlvXhTO/7nagdA6u9zAUhUh6B+85PWPV9sVsUaV9mtuO3aGMPr387ruKFoCngHnLe8HS7NF87eFGovMrU/o4vGEd1xIP52K2uc5vAQB1eTEJzA3MFziQ+KpzD8bUaGZ3N/XCE3NbQz5Phavtnx9QlPSpbYciT7pOWFDidRjv0A6LAmTF1hTJY+pdcU7Fb7SWkIIYQ4exKAiWrz8BXNmTu6B5/c24MO5rQ2YAywWlGHxsFs0nFscsVyeOE7WHHSxHoUwqvn9mOJQuzMdgzkkA5lmZfnJvs+nQmDWpFCCH0LX+E/PeYx6fHxRAX54u9tY1F2BIXai6L9qwBjpPzp/WcQkZlAp4ICGqR0ollKK6wuJ08teZrJy6bh0mXH+NctKVz16iK+XHsQgJ2puexPz2PVngyaqgM4LXbmHF3Kgj0LGNN+DM1Dqy/oFUKIusJW0wUQdUvX+LIR4OePu5TnvttCm+iTx/KKDDI62c919uEZr1lcY1mBVRd7/KnDU8k3R72f6LiTiY47+fCubqTmFvDQf9fRPeH8zoE4tFMMS3em8flqCAwOJdq8NevvbcOBjbU6kdgNPxF8+RRufXs5a/ZlMs2mGGrPZfnNUxjzwTKS8xfyaHhLPt3+MbnFWYxu/SgxQaH8cegYFp/9/Lj7GC5rKx6duxXtCMbLovnEtpV1ka15MTmJy2IuY1TbUed1P4UQoq6SAEzUmBaRgcy6s6vbzwJ9jIFKv3T24knbRyR5vWV80Lj6xqAqKD6xZS68np0eiWHsSj3ObT1iz3v+jUKMWQx8yo3lVtJauNDZgSfy5rBtz07W7MskmBxusC5hZ4NruLRlDMEhYfxU2INpR5fRM+AW5vMd8/d8h1X74aQI/3gHi3Jg0RoIaAqd8op5Mj2NYJeLP/s2ob5vfab2mioDrgohxHkiV1dxwfpybC+UXyg/ujrhrYrJ8290wvyE59u0G425HO/v14ReTcJoHOqH1aJ45IrmRNQ7/8NgjOmbyMRrW3FDx+jSZVZlPIH5s6sjAPaV/wbgDtt8fFURsYOMcboOZOQzM78P9VQBfxyfxW2pzXClDCAwM4aOmUG8fDSV2YeOcN9RKw+kZ7LJx8bQmCgGNo4mxwL/7PdPgn2CEUIIcX4odx10LySdO3fWycnJNV0MUUPmJu9n5mff8nev9/EeOIEOl9XtoRAKHU6mztvMvvQ8btw1iWssK5jj7McI28+s9uvNJY8bY4LFjZ8HaJ6xfcBI2w8np6O9+NrZg+utS7BYLAwonkh6cCZ/7h3ALS2GkBCccNI2QgghTk8ptUprXfmEvyXrSQAmLmQr96Rz85vLAPj47u70SAyr4RJdGF75cRsf/7ySJd4PYFdO0hv0xDLiU4LrGXNQ9ktayO604wB4U8Q91m+5xrqCJa42zHJeQYoOpgBvEtQhfvhrb5LWKIZ1aUR8eOVzWAohhDi9Mw3ApA+YuKDFhZUFBCH+J09gXVf5eFlIJZgFri4Mti7H1v0eAuuVHavPxvTkaHYBBzLyuXtWMq87bySzy0PMXr6XQW2jiA3z442FO3n0T9dii4xi/NU1uDNCCFEHSQAmLmjhAWXjT0UF+p5izbrFZjH6gj1dfBc/ODvzfMtBJ3we6m8n1N9Oy6hA7r40nrcX7eb+/k149oY2pes8fHkzbFbpBiqEEDVBAjBxQVNK8dmYnizYeIRAX/m6ljiQkQ9ANv584+rJq/bKWwefuKoF9/VtQoj/iYOpSvAlhBA1R37RxAWvU2wIncyJuoXhrt7xFDtdfPy7MXK91WwRc8dmtZwUfAkhhKhZEoAJcRGKDfNn2o3tGNqpEUt2pNV0cYQQQlSRBGBCXMSkdVAIIS5O0glECCGEEKKaSQAmhBBCCFHNJAATQgghhKhmp+0DppRKBKYAq4EY4JjWerJSKhR4HtgFNAWe0lofNbd5DAgEQoAftNZfm8s7AGOB3UAE8KjW2uHxvRJCCCGEuICdSSf8UGCO1vorAKXUJqXUPOBu4Cet9Vyl1GAgCbhNKdUN6Ke1vkYp5QVsUkr9BmQBHwIDtdZHlFIvA38B3j0P+yWEEEIIccE67S1IrfXKkuCr3DbHgUHAMnPZEvM9wLUly7XWxcBm4DIgAfDVWh9xs40QQgghRJ1RpT5gSqkhwAKt9RaMW4g55kfZQIhSylZheclnEadY7i6fe5RSyUqp5NTU1KoUUQghhBDignfGAZhSqh/QD3jIXJQC1DNfBwIZZn+u8stLPks5xfKTaK1naK07a607169f/0yLKIQQQghxUTijAEwpNQi4EvgrEKmU6gHMA3qYq/Qy3wN8W7LcbBFrBfyG0Vk/XykV6WYbIYQQQog640yeguwE/BdIBn4F/IHpwFPAC0qpZkAi8CiA1nqFUupXpdRzGE9BPqy1zjTTGgFMVUrtBazAB57fJSGEEEKIC5vSWtd0GU6pc+fOOjk5uaaLIYQQQghxWkqpVVrrzqdbTwZiFUIIIYSoZhKACSGEEEJUswv+FqRSKgfYWtPlEB4RDqTVdCHEOZN6rD2kLmsPqcsLR6zW+rRDOJzJSPg1beuZ3EsVFz6lVLLU5cVP6rH2kLqsPaQuLz5yC1IIIYQQoppJACaEEEIIUc0uhgBsRk0XQHiM1GXtIPVYe0hd1h5SlxeZC74TvhBCCCFEbXMxtIAJIYQQQtQqVX4KUimVCEwBVgMxwDGt9WSlVCjwPMacj02Bp7TWR81tOgGvACu11o+WSysOmAjsAOKAR7TWuW7yHAjciDF5t9Za/71cuuMxpknqBryktV7mZvsOwFhgNxABPKq1diilngAigSNAJ2CS1npLVY/JxchT9aiUUsAsYBtGQJ8IjNFaH3eT51nXo1IqBHgDWIcxkXsg8FettbMu1yN49pwsl+Y7QIfKnqo6xTkVB/wd2Ai0Bl7RWq9zs7038CAwGahf/rw3555tA/gC/YCBWuviqh6Xi5GHr6+BwDggG+O8WKa1fsNNnk2AJMChtR5abnmleVbYPghjarq/aK0jyy23AM8BuUAs8K7WevnZHpuLjYfr8krgL8B6oDvwuNZ6m5s8I80822utu5Rb7oNRxwfNPJ+vuP2pruVKqb7Aq0Cmufo8rfVL53B4BIDWukr/gC7A9eXeb8I4ud8EbjGXDQZml1tnJMaFNqlCWvOBrubrB4Bn3eTnhxGgeZvvPwMGmK+/B4aYr4cAP7rZXgEbgEjz/cvAXebrZym7DTsM+Kaqx+Ni/eepesSY0/Pv5d7/GyOQ9nQ9xgD3lnv/PXBTXa9HT9Zluc9GAP8EkivJ71Tn1Jfl6rItsK6SNPoACYAGAsotjwfeKve+DWCp6WN8MdYlRp+gePO1HWhRSZ5/Bu4BPq2wvNI8K6w3COgKpFVYPhx4w3wdivHDbq3pY3yR1uVmoKP5+iHg7UryHGqmmVxh+XiMoK3kvFzkZttKr+VAX6BvTR/T2vavyrcgtdYrtdZflVtkAY6bJ2FJq8US833JNu8DrvLpKKW8MP66Xelum3J6AHu11oVu1jsKlAx2Vh9Y5Wb7BMBXa32k4vZa64na/HaZ+3FS61tt5al61Fo7tdZ/q5COu+N4TvWotT6gtX7TXT51uR7Bc3UJoJRqCbQCvjhFlpWeUxh/Xe8zX+8C2imlwt2U+X9a611u0h4G5CmlHlJKPQtEaK1PKmdt5cHrqwIuB/orpR4CngAOVJLnf4AiNx9VmmeF7edhtGpXur3WOh0owGgVrRM8eV5yZr91aK0/BXLcfFS+Lv4A2pstpOW3Pd21/Dal1KNKqclKqUbu8hdVc04DsSqlhgALtNZblFIRlFV8NhCilLJprR2VbB4O5Jf74czGuJVRUfl0K643AZijlGqG8QP/YBW3L9kPO0bz7thKylqrnWM9lk8nDuPHuar1cCb1WD6fLmZaP1RYXqfrEc6tLpVSfhg/1PcAPU+RzanqcjHGLZJVGK0iYNwuPtMRumOBZsDDGK02a5VS12s3t1tqu3M8LyMwunVs11r/ppQaBfwLo4XlTJ31tcDN9iVpuLvG13oeuMb+FZhu3orsBLxbxSJUVhfZlZQ3jhOv5Zsw7lDtUUq1Bn5USrWqS38cnQ9nHYAppfphtGCNMxelAPUw7hEHAhmn+UKlAb5KKWUGYYFmGiilPgUCMP4K32GmW6J0PeBrYKzWeplSqi3wk3kP/F8Y96+XAv85xfYlP9r/Bp7WWu+s0kGoBTxQjyXpxADTgGElrVyerEet9WQzzbbA/cCIcsF7na9H8Ehd9gcyMIKfBCBSKTUemAn8jTM7px4BHjZbXTKAY8ABpdQkjKBup9b6VAFyNvC7WbeFSql15nZ1KgDzQF2W/LCuMP9fDExQSvlj3P4HeFNr/eUp0nCbp1JqOhXOy9NsX+KEa29dca51aV7b5gHdtdYHlFKDgY+BruWvsVrrt05RDLd14e68dHct11qX1pvWeqNSKhhoBOw9w8Mg3DirAMzsJHspRlQepZSKxfiC9AD2A73M95XSWhcrpX7FuE/+e/lt9IkdQf2AWKWUt/ll6IXRGRuML8Bh8/VhwNvcfmy57RWQr5SKNG+ZlOajlPI100oyv1Q3aa1LLk61nifq0UwnEXgGGK21zi45jp6sRzONLsAo4G7jrbpWa/1tXa9H8Ng5+S3wrZleX+ASrfXz5sdndE4BDTHqIU8p1Rz4QWtdhNGv5Uz8DNxV7n0sdS/48kRd5iullmEE0psxj6M2Ho656gyL4jbP0wTQFbe/DJhtdjz3wXg4o87w0DXWG6MPXar5/jDGsTzht/I0SvJcZP4Ru05rnU2F87Kya7n5h9iJ3UBxAAACV0lEQVQMrXW6WZd2jNui4hxUeRww8ymN/2E8sQbgD0zHaMV4ASMiTgTG67InO27HaPq2A7O01jPM5XHAJIy+Io2Bh7X7pyAvx+hcmAoU67Kn54YAt2A8GdIK+FxrfVLfFWU8sfWAWbZQyp7Y+hyjk++hkn3R5Z4cqc08VY/m0zU7MZ6uyTPT2q61vttNnmddj+ZfZRvNdZwYHUZ/1lo/U5frETx7TpqfdQbGYPxQv14uCCufZ2Xn1EjgGrMsocCLZv+fitvHYXT2f9b895E2n1xVSj2D0f/EH6Nj97SzOjAXIQ9fX1thtGbuxDivJmutt7vJ83rgdqC5uf2L5vLQyvKssH0HjLocg9Fy8q7W+rAynoKchnFdaIzRcbwuPQXpybocjRFAbQXaA//SWi92k2cfjLq8CuOOwMtmMO6L8RTkYaAJ8FzF2/qnupYrpYZj9CPbhPFdmmP2/RPnQAZiFUIIIYSoZjIQqxBCCCFENZMATAghhBCimkkAJoQQQghRzSQAE0IIIYSoZhKACSGEEEJUMwnAhBBCCCGq2TlNRSSEEBc6c1yx7kDJaOM2YLm7ZVrrZ6q7fEKIukkCMCFEXTBca50JYE6jMq6SZUIIUS3kFqQQQgghRDWTAEwIIYQQoppJACaEEEIIUc0kABNCCCGEqGYSgAkhhBBCVDMJwIQQQgghqpkMQyGEqO1SgFlKKZf53gLMr2SZEEJUC6W1rukyCCGEEELUKXILUgghhBCimkkAJoQQQghRzSQAE0IIIYSoZhKACSGEEEJUMwnAhBBCCCGq2f8B5rp0BeGwRdAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hs300[['closing price','SMA_short','SMA_long']].plot(title='HS300 stock price | 10 & 60 days SMAs',\n",
    "                                       figsize=(10, 6))\n",
    "#Pandas里面如何选择多列必须要掌握；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. 策略开发思路"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300['position'] = np.where(hs300['SMA_short'] > hs300['SMA_long'], 1, -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>开盘价</th>\n",
       "      <th>closing price</th>\n",
       "      <th>最高价</th>\n",
       "      <th>最低价</th>\n",
       "      <th>成交量</th>\n",
       "      <th>代码</th>\n",
       "      <th>SMA_short</th>\n",
       "      <th>SMA_long</th>\n",
       "      <th>position</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-08-02</th>\n",
       "      <td>2868.279</td>\n",
       "      <td>2917.275</td>\n",
       "      <td>2922.61</td>\n",
       "      <td>2867.45</td>\n",
       "      <td>71743300.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-03</th>\n",
       "      <td>2925.254</td>\n",
       "      <td>2865.971</td>\n",
       "      <td>2929.61</td>\n",
       "      <td>2865.76</td>\n",
       "      <td>81748364.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-04</th>\n",
       "      <td>2858.354</td>\n",
       "      <td>2876.434</td>\n",
       "      <td>2876.59</td>\n",
       "      <td>2818.25</td>\n",
       "      <td>71318039.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-05</th>\n",
       "      <td>2874.660</td>\n",
       "      <td>2850.829</td>\n",
       "      <td>2877.31</td>\n",
       "      <td>2833.67</td>\n",
       "      <td>67157581.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-06</th>\n",
       "      <td>2848.155</td>\n",
       "      <td>2897.659</td>\n",
       "      <td>2898.53</td>\n",
       "      <td>2821.03</td>\n",
       "      <td>74914895.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 开盘价  closing price      最高价      最低价         成交量     代码  \\\n",
       "日期                                                                         \n",
       "2010-08-02  2868.279       2917.275  2922.61  2867.45  71743300.0  hs300   \n",
       "2010-08-03  2925.254       2865.971  2929.61  2865.76  81748364.0  hs300   \n",
       "2010-08-04  2858.354       2876.434  2876.59  2818.25  71318039.0  hs300   \n",
       "2010-08-05  2874.660       2850.829  2877.31  2833.67  67157581.0  hs300   \n",
       "2010-08-06  2848.155       2897.659  2898.53  2821.03  74914895.0  hs300   \n",
       "\n",
       "            SMA_short  SMA_long  position  \n",
       "日期                                         \n",
       "2010-08-02        NaN       NaN        -1  \n",
       "2010-08-03        NaN       NaN        -1  \n",
       "2010-08-04        NaN       NaN        -1  \n",
       "2010-08-05        NaN       NaN        -1  \n",
       "2010-08-06        NaN       NaN        -1  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hs300.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>开盘价</th>\n",
       "      <th>closing price</th>\n",
       "      <th>最高价</th>\n",
       "      <th>最低价</th>\n",
       "      <th>成交量</th>\n",
       "      <th>代码</th>\n",
       "      <th>SMA_short</th>\n",
       "      <th>SMA_long</th>\n",
       "      <th>position</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-11-03</th>\n",
       "      <td>3462.74</td>\n",
       "      <td>3420.34</td>\n",
       "      <td>3474.71</td>\n",
       "      <td>3419.08</td>\n",
       "      <td>126359303.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3423.852</td>\n",
       "      <td>3038.969600</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-04</th>\n",
       "      <td>3426.46</td>\n",
       "      <td>3480.50</td>\n",
       "      <td>3480.93</td>\n",
       "      <td>3419.64</td>\n",
       "      <td>116799481.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3434.433</td>\n",
       "      <td>3048.356683</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-05</th>\n",
       "      <td>3538.99</td>\n",
       "      <td>3520.80</td>\n",
       "      <td>3554.47</td>\n",
       "      <td>3498.28</td>\n",
       "      <td>137688027.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3448.647</td>\n",
       "      <td>3059.270500</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-08</th>\n",
       "      <td>3534.19</td>\n",
       "      <td>3548.57</td>\n",
       "      <td>3549.30</td>\n",
       "      <td>3506.38</td>\n",
       "      <td>126470759.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3455.396</td>\n",
       "      <td>3070.472767</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-09</th>\n",
       "      <td>3547.44</td>\n",
       "      <td>3523.95</td>\n",
       "      <td>3547.44</td>\n",
       "      <td>3498.62</td>\n",
       "      <td>122454533.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3461.183</td>\n",
       "      <td>3081.691450</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                开盘价  closing price      最高价      最低价          成交量     代码  \\\n",
       "日期                                                                         \n",
       "2010-11-03  3462.74        3420.34  3474.71  3419.08  126359303.0  hs300   \n",
       "2010-11-04  3426.46        3480.50  3480.93  3419.64  116799481.0  hs300   \n",
       "2010-11-05  3538.99        3520.80  3554.47  3498.28  137688027.0  hs300   \n",
       "2010-11-08  3534.19        3548.57  3549.30  3506.38  126470759.0  hs300   \n",
       "2010-11-09  3547.44        3523.95  3547.44  3498.62  122454533.0  hs300   \n",
       "\n",
       "            SMA_short     SMA_long  position  \n",
       "日期                                            \n",
       "2010-11-03   3423.852  3038.969600         1  \n",
       "2010-11-04   3434.433  3048.356683         1  \n",
       "2010-11-05   3448.647  3059.270500         1  \n",
       "2010-11-08   3455.396  3070.472767         1  \n",
       "2010-11-09   3461.183  3081.691450         1  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hs300.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x276d9f67d68>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
